Document (#41233)

Author

Vocht, L. De

Title

Exploring semantic relationships in the Web of Data : Semantische relaties verkennen in data op het web

Imprint

Gent : Universiteit

Year

2017

Pages

XXV, 184 S

Isbn

978-94-6355-024-6

Abstract

After the launch of the World Wide Web, it became clear that searching documentson the Web would not be trivial. Well-known engines to search the web, like Google, focus on search in web documents using keywords. The documents are structured and indexed to ensure keywords match documents as accurately as possible. However, searching by keywords does not always suice. It is oen the case that users do not know exactly how to formulate the search query or which keywords guarantee retrieving the most relevant documents. Besides that, it occurs that users rather want to browse information than looking up something specific. It turned out that there is need for systems that enable more interactivity and facilitate the gradual refinement of search queries to explore the Web. Users expect more from the Web because the short keyword-based queries they pose during search, do not suffice for all cases. On top of that, the Web is changing structurally. The Web comprises, apart from a collection of documents, more and more linked data, pieces of information structured so they can be processed by machines. The consequently applied semantics allow users to exactly indicate machines their search intentions. This is made possible by describing data following controlled vocabularies, concept lists composed by experts, published uniquely identifiable on the Web. Even so, it is still not trivial to explore data on the Web. There is a large variety of vocabularies and various data sources use different terms to identify the same concepts.
This PhD-thesis describes how to effectively explore linked data on the Web. The main focus is on scenarios where users want to discover relationships between resources rather than finding out more about something specific. Searching for a specific document or piece of information fits in the theoretical framework of information retrieval and is associated with exploratory search. Exploratory search goes beyond 'looking up something' when users are seeking more detailed understanding, further investigation or navigation of the initial search results. The ideas behind exploratory search and querying linked data merge when it comes to the way knowledge is represented and indexed by machines - how data is structured and stored for optimal searchability. Queries and information should be aligned to facilitate that searches also reveal connections between results. This implies that they take into account the same semantic entities, relevant at that moment. To realize this, we research three techniques that are evaluated one by one in an experimental set-up to assess how well they succeed in their goals. In the end, the techniques are applied to a practical use case that focuses on forming a bridge between the Web and the use of digital libraries in scientific research. Our first technique focuses on the interactive visualization of search results. Linked data resources can be brought in relation with each other at will. This leads to complex and diverse graphs structures. Our technique facilitates navigation and supports a workflow starting from a broad overview on the data and allows narrowing down until the desired level of detail to then broaden again. To validate the flow, two visualizations where implemented and presented to test-users. The users judged the usability of the visualizations, how the visualizations fit in the workflow and to which degree their features seemed useful for the exploration of linked data.
The ideas behind exploratory search and querying linked data merge when it comes to the way knowledge is represented and indexed by machines - how data is structured and stored for optimal searchability. eries and information should be aligned to facilitate that searches also reveal connections between results. This implies that they take into account the same semantic entities, relevant at that moment. To realize this, we research three techniques that are evaluated one by one in an experimental set-up to assess how well they succeed in their goals. In the end, the techniques are applied to a practical use case that focuses on forming a bridge between the Web and the use of digital libraries in scientific research.
Our first technique focuses on the interactive visualization of search results. Linked data resources can be brought in relation with each other at will. This leads to complex and diverse graphs structures. Our technique facilitates navigation and supports a workflow starting from a broad overview on the data and allows narrowing down until the desired level of detail to then broaden again. To validate the flow, two visualizations where implemented and presented to test-users. The users judged the usability of the visualizations, how the visualizations fit in the workflow and to which degree their features seemed useful for the exploration of linked data. There is a difference in the way users interact with resources, visually or textually, and how resources are represented for machines to be processed by algorithms. This difference complicates bridging the users' intents and machine executable queries. It is important to implement this 'translation' mechanism to impact the search as favorable as possible in terms of performance, complexity and accuracy. To do this, we explain a second technique, that supports such a bridging component. Our second technique is developed around three features that support the search process: looking up, relating and ranking resources. The main goal is to ensure that resources in the results are as precise and relevant as possible. During the evaluation of this technique, we did not only look at the precision of the search results but also investigated how the effectiveness of the search evolved while the user executed certain actions sequentially.
When we speak about finding relationships between resources, it is necessary to dive deeper in the structure. The graph structure of linked data where the semantics give meaning to the relationships between resources enable the execution of pathfinding algorithms. The assigned weights and heuristics are base components of such algorithms and ultimately define (the order) which resources are included in a path. These paths explain indirect connections between resources. Our third technique proposes an algorithm that optimizes the choice of resources in terms of serendipity. Some optimizations guard the consistence of candidate-paths where the coherence of consecutive connections is maximized to avoid trivial and too arbitrary paths. The implementation uses the A* algorithm, the de-facto reference when it comes to heuristically optimized minimal cost paths. The effectiveness of paths was measured based on common automatic metrics and surveys where the users could indicate their preference for paths, generated each time in a different way. Finally, all our techniques are applied to a use case about publications in digital libraries where they are aligned with information about scientific conferences and researchers. The application to this use case is a practical example because the different aspects of exploratory search come together. In fact, the techniques also evolved from the experiences when implementing the use case. Practical details about the semantic model are explained and the implementation of the search system is clarified module by module. The evaluation positions the result, a prototype of a tool to explore scientific publications, researchers and conferences next to some important alternatives.

Content

Proefschrift ingediend tot het behalen van de graad van Doctor in de ingenieurswetenschappen: computerwetenschappen. Vgl. unter: https://www.researchgate.net/publication/319667837_Exploring_semantic_relationships_in_the_web_of_data.

Theme

Semantische Interoperabilität
Semantic Web

Similar documents (content)

1. Sah, M.; Wade, V.: Personalized concept-based search on the Linked Open Data (2015) 0.27

   0.26589066 = sum of:
     0.26589066 = product of:
       0.604297 = sum of:
         0.05698211 = weight(abstract_txt:results in 3511) [ClassicSimilarity], result of:
           0.05698211 = score(doc=3511,freq=12.0), product of:
             0.08646686 = queryWeight, product of:
               1.1214015 = boost
               3.4786456 = idf(docFreq=3724, maxDocs=44421)
               0.02216554 = queryNorm
             0.6590052 = fieldWeight in 3511, product of:
               3.4641016 = tf(freq=12.0), with freq of:
                 12.0 = termFreq=12.0
               3.4786456 = idf(docFreq=3724, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.03375984 = weight(abstract_txt:when in 3511) [ClassicSimilarity], result of:
           0.03375984 = score(doc=3511,freq=2.0), product of:
             0.105283186 = queryWeight, product of:
               1.1456249 = boost
               4.1460857 = idf(docFreq=1910, maxDocs=44421)
               0.02216554 = queryNorm
             0.32065746 = fieldWeight in 3511, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.1460857 = idf(docFreq=1910, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.0994607 = weight(abstract_txt:aligned in 3511) [ClassicSimilarity], result of:
           0.0994607 = score(doc=3511,freq=1.0), product of:
             0.21636805 = queryWeight, product of:
               1.1613001 = boost
               8.405631 = idf(docFreq=26, maxDocs=44421)
               0.02216554 = queryNorm
             0.45968294 = fieldWeight in 3511, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.405631 = idf(docFreq=26, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.031179845 = weight(abstract_txt:techniques in 3511) [ClassicSimilarity], result of:
           0.031179845 = score(doc=3511,freq=1.0), product of:
             0.12580119 = queryWeight, product of:
               1.2522911 = boost
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.02216554 = queryNorm
             0.24785016 = fieldWeight in 3511, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.014298539 = weight(abstract_txt:this in 3511) [ClassicSimilarity], result of:
           0.014298539 = score(doc=3511,freq=2.0), product of:
             0.076833494 = queryWeight, product of:
               1.4405696 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.02216554 = queryNorm
             0.18609773 = fieldWeight in 3511, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.03294421 = weight(abstract_txt:users in 3511) [ClassicSimilarity], result of:
           0.03294421 = score(doc=3511,freq=1.0), product of:
             0.16886988 = queryWeight, product of:
               2.1356745 = boost
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.02216554 = queryNorm
             0.19508636 = fieldWeight in 3511, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.031011755 = weight(abstract_txt:that in 3511) [ClassicSimilarity], result of:
           0.031011755 = score(doc=3511,freq=4.0), product of:
             0.11989167 = queryWeight, product of:
               2.2871332 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.02216554 = queryNorm
             0.2586648 = fieldWeight in 3511, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.08592979 = weight(abstract_txt:linked in 3511) [ClassicSimilarity], result of:
           0.08592979 = score(doc=3511,freq=1.0), product of:
             0.28307077 = queryWeight, product of:
               2.3006792 = boost
               5.5508647 = idf(docFreq=468, maxDocs=44421)
               0.02216554 = queryNorm
             0.3035629 = fieldWeight in 3511, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5508647 = idf(docFreq=468, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.05048126 = weight(abstract_txt:resources in 3511) [ClassicSimilarity], result of:
           0.05048126 = score(doc=3511,freq=1.0), product of:
             0.21854065 = queryWeight, product of:
               2.334232 = boost
               4.2238636 = idf(docFreq=1767, maxDocs=44421)
               0.02216554 = queryNorm
             0.23099254 = fieldWeight in 3511, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2238636 = idf(docFreq=1767, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.052484095 = weight(abstract_txt:data in 3511) [ClassicSimilarity], result of:
           0.052484095 = score(doc=3511,freq=2.0), product of:
             0.20377503 = queryWeight, product of:
               2.7605717 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.02216554 = queryNorm
             0.257559 = fieldWeight in 3511, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
         0.11576485 = weight(abstract_txt:search in 3511) [ClassicSimilarity], result of:
           0.11576485 = score(doc=3511,freq=5.0), product of:
             0.25903833 = queryWeight, product of:
               3.1977618 = boost
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.02216554 = queryNorm
             0.4469024 = fieldWeight in 3511, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3511)
       0.44 = coord(11/25)
   

2. Latif, A.: Understanding linked open data : for linked data discovery, consumption, triplification and application development (2011) 0.24

   0.24342652 = sum of:
     0.24342652 = product of:
       0.8693804 = sum of:
         0.020426482 = weight(abstract_txt:this in 1128) [ClassicSimilarity], result of:
           0.020426482 = score(doc=1128,freq=2.0), product of:
             0.076833494 = queryWeight, product of:
               1.4405696 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.02216554 = queryNorm
             0.26585388 = fieldWeight in 1128, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
         0.111707464 = weight(abstract_txt:technique in 1128) [ClassicSimilarity], result of:
           0.111707464 = score(doc=1128,freq=1.0), product of:
             0.2555849 = queryWeight, product of:
               2.0611038 = boost
               5.5944448 = idf(docFreq=448, maxDocs=44421)
               0.02216554 = queryNorm
             0.437066 = fieldWeight in 1128, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5944448 = idf(docFreq=448, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
         0.04706316 = weight(abstract_txt:users in 1128) [ClassicSimilarity], result of:
           0.04706316 = score(doc=1128,freq=1.0), product of:
             0.16886988 = queryWeight, product of:
               2.1356745 = boost
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.02216554 = queryNorm
             0.2786948 = fieldWeight in 1128, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
         0.36827052 = weight(abstract_txt:linked in 1128) [ClassicSimilarity], result of:
           0.36827052 = score(doc=1128,freq=9.0), product of:
             0.28307077 = queryWeight, product of:
               2.3006792 = boost
               5.5508647 = idf(docFreq=468, maxDocs=44421)
               0.02216554 = queryNorm
             1.3009839 = fieldWeight in 1128, product of:
               3.0 = tf(freq=9.0), with freq of:
                 9.0 = termFreq=9.0
               5.5508647 = idf(docFreq=468, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
         0.072116084 = weight(abstract_txt:resources in 1128) [ClassicSimilarity], result of:
           0.072116084 = score(doc=1128,freq=1.0), product of:
             0.21854065 = queryWeight, product of:
               2.334232 = boost
               4.2238636 = idf(docFreq=1767, maxDocs=44421)
               0.02216554 = queryNorm
             0.32998934 = fieldWeight in 1128, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.2238636 = idf(docFreq=1767, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
         0.1758373 = weight(abstract_txt:data in 1128) [ClassicSimilarity], result of:
           0.1758373 = score(doc=1128,freq=11.0), product of:
             0.20377503 = queryWeight, product of:
               2.7605717 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.02216554 = queryNorm
             0.8628991 = fieldWeight in 1128, product of:
               3.3166249 = tf(freq=11.0), with freq of:
                 11.0 = termFreq=11.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
         0.07395945 = weight(abstract_txt:search in 1128) [ClassicSimilarity], result of:
           0.07395945 = score(doc=1128,freq=1.0), product of:
             0.25903833 = queryWeight, product of:
               3.1977618 = boost
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.02216554 = queryNorm
             0.28551546 = fieldWeight in 1128, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.078125 = fieldNorm(doc=1128)
       0.28 = coord(7/25)
   

3. Liu, D.-R.; Chen, Y.-H.; Shen, M.; Lu, P.-J.: Complementary QA network analysis for QA retrieval in social question-answering websites (2015) 0.24

   0.23771955 = sum of:
     0.23771955 = product of:
       0.49524906 = sum of:
         0.055242643 = weight(abstract_txt:keywords in 2611) [ClassicSimilarity], result of:
           0.055242643 = score(doc=2611,freq=1.0), product of:
             0.1472064 = queryWeight, product of:
               1.1060649 = boost
               6.004374 = idf(docFreq=297, maxDocs=44421)
               0.02216554 = queryNorm
             0.37527338 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.004374 = idf(docFreq=297, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.026586113 = weight(abstract_txt:results in 2611) [ClassicSimilarity], result of:
           0.026586113 = score(doc=2611,freq=2.0), product of:
             0.08646686 = queryWeight, product of:
               1.1214015 = boost
               3.4786456 = idf(docFreq=3724, maxDocs=44421)
               0.02216554 = queryNorm
             0.30747172 = fieldWeight in 2611, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4786456 = idf(docFreq=3724, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.023509191 = weight(abstract_txt:they in 2611) [ClassicSimilarity], result of:
           0.023509191 = score(doc=2611,freq=1.0), product of:
             0.10036483 = queryWeight, product of:
               1.2081673 = boost
               3.7477977 = idf(docFreq=2845, maxDocs=44421)
               0.02216554 = queryNorm
             0.23423736 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.7477977 = idf(docFreq=2845, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.021093505 = weight(abstract_txt:between in 2611) [ClassicSimilarity], result of:
           0.021093505 = score(doc=2611,freq=1.0), product of:
             0.097615674 = queryWeight, product of:
               1.2737731 = boost
               3.4573963 = idf(docFreq=3804, maxDocs=44421)
               0.02216554 = queryNorm
             0.21608727 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4573963 = idf(docFreq=3804, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.042193964 = weight(abstract_txt:case in 2611) [ClassicSimilarity], result of:
           0.042193964 = score(doc=2611,freq=1.0), product of:
             0.14080164 = queryWeight, product of:
               1.3248502 = boost
               4.794713 = idf(docFreq=998, maxDocs=44421)
               0.02216554 = queryNorm
             0.29966956 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.794713 = idf(docFreq=998, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.011554964 = weight(abstract_txt:this in 2611) [ClassicSimilarity], result of:
           0.011554964 = score(doc=2611,freq=1.0), product of:
             0.076833494 = queryWeight, product of:
               1.4405696 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.02216554 = queryNorm
             0.15038967 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.045814425 = weight(abstract_txt:where in 2611) [ClassicSimilarity], result of:
           0.045814425 = score(doc=2611,freq=1.0), product of:
             0.1565878 = queryWeight, product of:
               1.5090904 = boost
               4.681277 = idf(docFreq=1118, maxDocs=44421)
               0.02216554 = queryNorm
             0.2925798 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.681277 = idf(docFreq=1118, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.089365974 = weight(abstract_txt:technique in 2611) [ClassicSimilarity], result of:
           0.089365974 = score(doc=2611,freq=1.0), product of:
             0.2555849 = queryWeight, product of:
               2.0611038 = boost
               5.5944448 = idf(docFreq=448, maxDocs=44421)
               0.02216554 = queryNorm
             0.3496528 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5944448 = idf(docFreq=448, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.053245883 = weight(abstract_txt:users in 2611) [ClassicSimilarity], result of:
           0.053245883 = score(doc=2611,freq=2.0), product of:
             0.16886988 = queryWeight, product of:
               2.1356745 = boost
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.02216554 = queryNorm
             0.31530717 = fieldWeight in 2611, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.025061281 = weight(abstract_txt:that in 2611) [ClassicSimilarity], result of:
           0.025061281 = score(doc=2611,freq=2.0), product of:
             0.11989167 = queryWeight, product of:
               2.2871332 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.02216554 = queryNorm
             0.20903271 = fieldWeight in 2611, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.04241355 = weight(abstract_txt:data in 2611) [ClassicSimilarity], result of:
           0.04241355 = score(doc=2611,freq=1.0), product of:
             0.20377503 = queryWeight, product of:
               2.7605717 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.02216554 = queryNorm
             0.20813909 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
         0.05916756 = weight(abstract_txt:search in 2611) [ClassicSimilarity], result of:
           0.05916756 = score(doc=2611,freq=1.0), product of:
             0.25903833 = queryWeight, product of:
               3.1977618 = boost
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.02216554 = queryNorm
             0.22841237 = fieldWeight in 2611, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.0625 = fieldNorm(doc=2611)
       0.48 = coord(12/25)
   

4. Zhang, Y.; Broussard, R.; Ke, W.; Gong, X.: Evaluation of a scatter/gather interface for supporting distinct health information search tasks (2014) 0.23

   0.23409331 = sum of:
     0.23409331 = product of:
       0.5852333 = sum of:
         0.018799221 = weight(abstract_txt:results in 2261) [ClassicSimilarity], result of:
           0.018799221 = score(doc=2261,freq=1.0), product of:
             0.08646686 = queryWeight, product of:
               1.1214015 = boost
               3.4786456 = idf(docFreq=3724, maxDocs=44421)
               0.02216554 = queryNorm
             0.21741535 = fieldWeight in 2261, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4786456 = idf(docFreq=3724, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.02728207 = weight(abstract_txt:when in 2261) [ClassicSimilarity], result of:
           0.02728207 = score(doc=2261,freq=1.0), product of:
             0.105283186 = queryWeight, product of:
               1.1456249 = boost
               4.1460857 = idf(docFreq=1910, maxDocs=44421)
               0.02216554 = queryNorm
             0.25913036 = fieldWeight in 2261, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.1460857 = idf(docFreq=1910, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.023509191 = weight(abstract_txt:they in 2261) [ClassicSimilarity], result of:
           0.023509191 = score(doc=2261,freq=1.0), product of:
             0.10036483 = queryWeight, product of:
               1.2081673 = boost
               3.7477977 = idf(docFreq=2845, maxDocs=44421)
               0.02216554 = queryNorm
             0.23423736 = fieldWeight in 2261, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.7477977 = idf(docFreq=2845, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.021093505 = weight(abstract_txt:between in 2261) [ClassicSimilarity], result of:
           0.021093505 = score(doc=2261,freq=1.0), product of:
             0.097615674 = queryWeight, product of:
               1.2737731 = boost
               3.4573963 = idf(docFreq=3804, maxDocs=44421)
               0.02216554 = queryNorm
             0.21608727 = fieldWeight in 2261, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4573963 = idf(docFreq=3804, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.011554964 = weight(abstract_txt:this in 2261) [ClassicSimilarity], result of:
           0.011554964 = score(doc=2261,freq=1.0), product of:
             0.076833494 = queryWeight, product of:
               1.4405696 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.02216554 = queryNorm
             0.15038967 = fieldWeight in 2261, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.12220285 = weight(abstract_txt:exploratory in 2261) [ClassicSimilarity], result of:
           0.12220285 = score(doc=2261,freq=2.0), product of:
             0.2136771 = queryWeight, product of:
               1.48988 = boost
               6.470359 = idf(docFreq=186, maxDocs=44421)
               0.02216554 = queryNorm
             0.5719043 = fieldWeight in 2261, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.470359 = idf(docFreq=186, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.089365974 = weight(abstract_txt:technique in 2261) [ClassicSimilarity], result of:
           0.089365974 = score(doc=2261,freq=1.0), product of:
             0.2555849 = queryWeight, product of:
               2.0611038 = boost
               5.5944448 = idf(docFreq=448, maxDocs=44421)
               0.02216554 = queryNorm
             0.3496528 = fieldWeight in 2261, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5944448 = idf(docFreq=448, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.08418914 = weight(abstract_txt:users in 2261) [ClassicSimilarity], result of:
           0.08418914 = score(doc=2261,freq=5.0), product of:
             0.16886988 = queryWeight, product of:
               2.1356745 = boost
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.02216554 = queryNorm
             0.49854442 = fieldWeight in 2261, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.030693674 = weight(abstract_txt:that in 2261) [ClassicSimilarity], result of:
           0.030693674 = score(doc=2261,freq=3.0), product of:
             0.11989167 = queryWeight, product of:
               2.2871332 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.02216554 = queryNorm
             0.25601172 = fieldWeight in 2261, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
         0.15654264 = weight(abstract_txt:search in 2261) [ClassicSimilarity], result of:
           0.15654264 = score(doc=2261,freq=7.0), product of:
             0.25903833 = queryWeight, product of:
               3.1977618 = boost
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.02216554 = queryNorm
             0.6043223 = fieldWeight in 2261, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.0625 = fieldNorm(doc=2261)
       0.4 = coord(10/25)
   

5. Kempf, A.O.; Ritze, D.; Eckert, K.; Zapilko, B.: New ways of mapping knowledge organization systems : using a semi-automatic matching procedure for building up vocabulary crosswalks (2014) 0.23

   0.23072782 = sum of:
     0.23072782 = product of:
       0.5243814 = sum of:
         0.023509191 = weight(abstract_txt:they in 2371) [ClassicSimilarity], result of:
           0.023509191 = score(doc=2371,freq=1.0), product of:
             0.10036483 = queryWeight, product of:
               1.2081673 = boost
               3.7477977 = idf(docFreq=2845, maxDocs=44421)
               0.02216554 = queryNorm
             0.23423736 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.7477977 = idf(docFreq=2845, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.03563411 = weight(abstract_txt:techniques in 2371) [ClassicSimilarity], result of:
           0.03563411 = score(doc=2371,freq=1.0), product of:
             0.12580119 = queryWeight, product of:
               1.2522911 = boost
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.02216554 = queryNorm
             0.28325734 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5321174 = idf(docFreq=1298, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.080635555 = weight(abstract_txt:workflow in 2371) [ClassicSimilarity], result of:
           0.080635555 = score(doc=2371,freq=1.0), product of:
             0.189421 = queryWeight, product of:
               1.2546753 = boost
               6.8111186 = idf(docFreq=132, maxDocs=44421)
               0.02216554 = queryNorm
             0.4256949 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.8111186 = idf(docFreq=132, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.04716651 = weight(abstract_txt:between in 2371) [ClassicSimilarity], result of:
           0.04716651 = score(doc=2371,freq=5.0), product of:
             0.097615674 = queryWeight, product of:
               1.2737731 = boost
               3.4573963 = idf(docFreq=3804, maxDocs=44421)
               0.02216554 = queryNorm
             0.48318583 = fieldWeight in 2371, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.4573963 = idf(docFreq=3804, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.011554964 = weight(abstract_txt:this in 2371) [ClassicSimilarity], result of:
           0.011554964 = score(doc=2371,freq=1.0), product of:
             0.076833494 = queryWeight, product of:
               1.4405696 = boost
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.02216554 = queryNorm
             0.15038967 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4062347 = idf(docFreq=10885, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.045814425 = weight(abstract_txt:where in 2371) [ClassicSimilarity], result of:
           0.045814425 = score(doc=2371,freq=1.0), product of:
             0.1565878 = queryWeight, product of:
               1.5090904 = boost
               4.681277 = idf(docFreq=1118, maxDocs=44421)
               0.02216554 = queryNorm
             0.2925798 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.681277 = idf(docFreq=1118, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.037650526 = weight(abstract_txt:users in 2371) [ClassicSimilarity], result of:
           0.037650526 = score(doc=2371,freq=1.0), product of:
             0.16886988 = queryWeight, product of:
               2.1356745 = boost
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.02216554 = queryNorm
             0.22295584 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.5672934 = idf(docFreq=3408, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.025061281 = weight(abstract_txt:that in 2371) [ClassicSimilarity], result of:
           0.025061281 = score(doc=2371,freq=2.0), product of:
             0.11989167 = queryWeight, product of:
               2.2871332 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.02216554 = queryNorm
             0.20903271 = fieldWeight in 2371, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.09820547 = weight(abstract_txt:linked in 2371) [ClassicSimilarity], result of:
           0.09820547 = score(doc=2371,freq=1.0), product of:
             0.28307077 = queryWeight, product of:
               2.3006792 = boost
               5.5508647 = idf(docFreq=468, maxDocs=44421)
               0.02216554 = queryNorm
             0.34692904 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5508647 = idf(docFreq=468, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.05998182 = weight(abstract_txt:data in 2371) [ClassicSimilarity], result of:
           0.05998182 = score(doc=2371,freq=2.0), product of:
             0.20377503 = queryWeight, product of:
               2.7605717 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.02216554 = queryNorm
             0.29435313 = fieldWeight in 2371, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
         0.05916756 = weight(abstract_txt:search in 2371) [ClassicSimilarity], result of:
           0.05916756 = score(doc=2371,freq=1.0), product of:
             0.25903833 = queryWeight, product of:
               3.1977618 = boost
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.02216554 = queryNorm
             0.22841237 = fieldWeight in 2371, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.654598 = idf(docFreq=3123, maxDocs=44421)
               0.0625 = fieldNorm(doc=2371)
       0.44 = coord(11/25)