Document (#39168)

Author
González-Ibáñez, R.
Shah, C.
White, R.W.
Title
Capturing 'Collabportunities' : a method to evaluate collaboration opportunities in information search using pseudocollaboration
Source
Journal of the Association for Information Science and Technology. 66(2015) no.9, S.1897-1912
Year
2015
Abstract
In explicit collaborative search, two or more individuals coordinate their efforts toward a shared goal. Every day, Internet users with similar information needs have the potential to collaborate. However, online search is typically performed in solitude. Existing search systems do not promote explicit collaborations, and collaboration opportunities (collabportunities) are missed. In this article, we describe a method to evaluate the feasibility of transforming these collabportunities into recommendations for explicit collaboration. We developed a technique called pseudocollaboration to evaluate the benefits and costs of collabportunities through simulations. We evaluate the performance of our method using three data sets: (a) data from single users' search sessions, (b) data with collaborative search sessions between pairs of searchers, and (c) logs from a large-scale search engine with search sessions of thousands of searchers. Our results establish when and how collabportunities would significantly help or hinder the search process versus searches conducted individually. The method that we describe has implications for the design and implementation of recommendation systems for explicit collaboration. It also connects system-mediated and user-mediated collaborative search, whereby the system evaluates the likely benefits of collaborating for a search task and helps searchers make more informed decisions on initiating and executing such a collaboration.
Content
Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23288/abstract.
Theme
Suchtaktik

Similar documents (author)

  1. Shah, C.; Hendahewa, C.; González-Ibáñez, R.: Rain or shine? : forecasting search process performance in exploratory search tasks (2016) 4.01
    4.0052967 = sum of:
      4.0052967 = product of:
        5.340396 = sum of:
          1.2948742 = weight(author_txt:gonzález in 4012) [ClassicSimilarity], result of:
            1.2948742 = score(doc=4012,freq=1.0), product of:
              0.4322788 = queryWeight, product of:
                1.0986493 = boost
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.049257517 = queryNorm
              2.9954607 = fieldWeight in 4012, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.375 = fieldNorm(doc=4012)
          1.5731537 = weight(author_txt:shah in 4012) [ClassicSimilarity], result of:
            1.5731537 = score(doc=4012,freq=1.0), product of:
              0.4921827 = queryWeight, product of:
                1.172304 = boost
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.049257517 = queryNorm
              3.19628 = fieldWeight in 4012, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.375 = fieldNorm(doc=4012)
          2.4723678 = weight(author_txt:ibáñez in 4012) [ClassicSimilarity], result of:
            2.4723678 = score(doc=4012,freq=1.0), product of:
              0.66530526 = queryWeight, product of:
                1.362974 = boost
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.049257517 = queryNorm
              3.7161405 = fieldWeight in 4012, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.375 = fieldNorm(doc=4012)
        0.75 = coord(3/4)
    
  2. González-Ibáñez, R.; Esparza-Villamán, A.; Vargas-Godoy, J.C.; Shah, C.: ¬A comparison of unimodal and multimodal models for implicit detection of relevance in interactive IR (2019) 2.67
    2.670198 = sum of:
      2.670198 = product of:
        3.560264 = sum of:
          0.8632495 = weight(author_txt:gonzález in 417) [ClassicSimilarity], result of:
            0.8632495 = score(doc=417,freq=1.0), product of:
              0.4322788 = queryWeight, product of:
                1.0986493 = boost
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.049257517 = queryNorm
              1.9969739 = fieldWeight in 417, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.25 = fieldNorm(doc=417)
          1.0487692 = weight(author_txt:shah in 417) [ClassicSimilarity], result of:
            1.0487692 = score(doc=417,freq=1.0), product of:
              0.4921827 = queryWeight, product of:
                1.172304 = boost
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.049257517 = queryNorm
              2.1308534 = fieldWeight in 417, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.25 = fieldNorm(doc=417)
          1.6482452 = weight(author_txt:ibáñez in 417) [ClassicSimilarity], result of:
            1.6482452 = score(doc=417,freq=1.0), product of:
              0.66530526 = queryWeight, product of:
                1.362974 = boost
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.049257517 = queryNorm
              2.477427 = fieldWeight in 417, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.25 = fieldNorm(doc=417)
        0.75 = coord(3/4)
    
  3. Ibáñez, R. González- => González-Ibáñez, R.: 2.66
    2.6638424 = sum of:
      2.6638424 = product of:
        5.327685 = sum of:
          1.8312287 = weight(author_txt:gonzález in 414) [ClassicSimilarity], result of:
            1.8312287 = score(doc=414,freq=2.0), product of:
              0.4322788 = queryWeight, product of:
                1.0986493 = boost
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.049257517 = queryNorm
              4.2362213 = fieldWeight in 414, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.375 = fieldNorm(doc=414)
          3.4964561 = weight(author_txt:ibáñez in 414) [ClassicSimilarity], result of:
            3.4964561 = score(doc=414,freq=2.0), product of:
              0.66530526 = queryWeight, product of:
                1.362974 = boost
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.049257517 = queryNorm
              5.2554164 = fieldWeight in 414, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.375 = fieldNorm(doc=414)
        0.5 = coord(2/4)
    
  4. Shah, C.: Collaborative information seeking : the art and science of making the whole greater than the sum of all (2012) 0.66
    0.65548074 = sum of:
      0.65548074 = product of:
        2.621923 = sum of:
          2.621923 = weight(author_txt:shah in 1360) [ClassicSimilarity], result of:
            2.621923 = score(doc=1360,freq=1.0), product of:
              0.4921827 = queryWeight, product of:
                1.172304 = boost
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.049257517 = queryNorm
              5.3271337 = fieldWeight in 1360, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.625 = fieldNorm(doc=1360)
        0.25 = coord(1/4)
    
  5. Shah, C.: Effects of awareness on coordination in collaborative information seeking (2013) 0.66
    0.65548074 = sum of:
      0.65548074 = product of:
        2.621923 = sum of:
          2.621923 = weight(author_txt:shah in 1952) [ClassicSimilarity], result of:
            2.621923 = score(doc=1952,freq=1.0), product of:
              0.4921827 = queryWeight, product of:
                1.172304 = boost
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.049257517 = queryNorm
              5.3271337 = fieldWeight in 1952, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.625 = fieldNorm(doc=1952)
        0.25 = coord(1/4)
    

Similar documents (content)

  1. Shah, C.; Marchionini, G.: Awareness in collaborative information seeking (2010) 0.19
    0.18586485 = sum of:
      0.18586485 = product of:
        0.9293242 = sum of:
          0.102617696 = weight(abstract_txt:collaborative in 82) [ClassicSimilarity], result of:
            0.102617696 = score(doc=82,freq=1.0), product of:
              0.22389352 = queryWeight, product of:
                2.3085167 = boost
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.016531711 = queryNorm
              0.45833257 = fieldWeight in 82, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.078125 = fieldNorm(doc=82)
          0.21592727 = weight(abstract_txt:sessions in 82) [ClassicSimilarity], result of:
            0.21592727 = score(doc=82,freq=2.0), product of:
              0.29180208 = queryWeight, product of:
                2.6354601 = boost
                6.697521 = idf(docFreq=148, maxDocs=44421)
                0.016531711 = queryNorm
              0.73997855 = fieldWeight in 82, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.697521 = idf(docFreq=148, maxDocs=44421)
                0.078125 = fieldNorm(doc=82)
          0.16345865 = weight(abstract_txt:explicit in 82) [ClassicSimilarity], result of:
            0.16345865 = score(doc=82,freq=1.0), product of:
              0.33610752 = queryWeight, product of:
                3.2660344 = boost
                6.225004 = idf(docFreq=238, maxDocs=44421)
                0.016531711 = queryNorm
              0.48632845 = fieldWeight in 82, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.225004 = idf(docFreq=238, maxDocs=44421)
                0.078125 = fieldNorm(doc=82)
          0.28977686 = weight(abstract_txt:collaboration in 82) [ClassicSimilarity], result of:
            0.28977686 = score(doc=82,freq=3.0), product of:
              0.3677153 = queryWeight, product of:
                3.8193767 = boost
                5.823732 = idf(docFreq=356, maxDocs=44421)
                0.016531711 = queryNorm
              0.7880468 = fieldWeight in 82, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.823732 = idf(docFreq=356, maxDocs=44421)
                0.078125 = fieldNorm(doc=82)
          0.1575437 = weight(abstract_txt:search in 82) [ClassicSimilarity], result of:
            0.1575437 = score(doc=82,freq=3.0), product of:
              0.31857434 = queryWeight, product of:
                5.272947 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016531711 = queryNorm
              0.49452728 = fieldWeight in 82, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.078125 = fieldNorm(doc=82)
        0.2 = coord(5/25)
    
  2. Twidale, M.B.; Nichols, D.M.: Collaborative browsing and visualization of the search process (1996) 0.17
    0.16748875 = sum of:
      0.16748875 = product of:
        0.83744377 = sum of:
          0.06367076 = weight(abstract_txt:describe in 5895) [ClassicSimilarity], result of:
            0.06367076 = score(doc=5895,freq=2.0), product of:
              0.11293095 = queryWeight, product of:
                1.3386688 = boost
                5.1029587 = idf(docFreq=733, maxDocs=44421)
                0.016531711 = queryNorm
              0.5638026 = fieldWeight in 5895, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.1029587 = idf(docFreq=733, maxDocs=44421)
                0.078125 = fieldNorm(doc=5895)
          0.102617696 = weight(abstract_txt:collaborative in 5895) [ClassicSimilarity], result of:
            0.102617696 = score(doc=5895,freq=1.0), product of:
              0.22389352 = queryWeight, product of:
                2.3085167 = boost
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.016531711 = queryNorm
              0.45833257 = fieldWeight in 5895, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.078125 = fieldNorm(doc=5895)
          0.23116544 = weight(abstract_txt:explicit in 5895) [ClassicSimilarity], result of:
            0.23116544 = score(doc=5895,freq=2.0), product of:
              0.33610752 = queryWeight, product of:
                3.2660344 = boost
                6.225004 = idf(docFreq=238, maxDocs=44421)
                0.016531711 = queryNorm
              0.6877723 = fieldWeight in 5895, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.225004 = idf(docFreq=238, maxDocs=44421)
                0.078125 = fieldNorm(doc=5895)
          0.23660181 = weight(abstract_txt:collaboration in 5895) [ClassicSimilarity], result of:
            0.23660181 = score(doc=5895,freq=2.0), product of:
              0.3677153 = queryWeight, product of:
                3.8193767 = boost
                5.823732 = idf(docFreq=356, maxDocs=44421)
                0.016531711 = queryNorm
              0.6434375 = fieldWeight in 5895, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.823732 = idf(docFreq=356, maxDocs=44421)
                0.078125 = fieldNorm(doc=5895)
          0.20338804 = weight(abstract_txt:search in 5895) [ClassicSimilarity], result of:
            0.20338804 = score(doc=5895,freq=5.0), product of:
              0.31857434 = queryWeight, product of:
                5.272947 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016531711 = queryNorm
              0.63843197 = fieldWeight in 5895, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.078125 = fieldNorm(doc=5895)
        0.2 = coord(5/25)
    
  3. Twidale, M.B.; Nichols, D.M.; Paice, C.D.: Browsing a collaborative process (1997) 0.15
    0.14761162 = sum of:
      0.14761162 = product of:
        0.9225726 = sum of:
          0.12314123 = weight(abstract_txt:collaborative in 3261) [ClassicSimilarity], result of:
            0.12314123 = score(doc=3261,freq=1.0), product of:
              0.22389352 = queryWeight, product of:
                2.3085167 = boost
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.016531711 = queryNorm
              0.54999906 = fieldWeight in 3261, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.09375 = fieldNorm(doc=3261)
          0.19615038 = weight(abstract_txt:explicit in 3261) [ClassicSimilarity], result of:
            0.19615038 = score(doc=3261,freq=1.0), product of:
              0.33610752 = queryWeight, product of:
                3.2660344 = boost
                6.225004 = idf(docFreq=238, maxDocs=44421)
                0.016531711 = queryNorm
              0.58359414 = fieldWeight in 3261, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.225004 = idf(docFreq=238, maxDocs=44421)
                0.09375 = fieldNorm(doc=3261)
          0.4489204 = weight(abstract_txt:collaboration in 3261) [ClassicSimilarity], result of:
            0.4489204 = score(doc=3261,freq=5.0), product of:
              0.3677153 = queryWeight, product of:
                3.8193767 = boost
                5.823732 = idf(docFreq=356, maxDocs=44421)
                0.016531711 = queryNorm
              1.2208369 = fieldWeight in 3261, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                5.823732 = idf(docFreq=356, maxDocs=44421)
                0.09375 = fieldNorm(doc=3261)
          0.15436068 = weight(abstract_txt:search in 3261) [ClassicSimilarity], result of:
            0.15436068 = score(doc=3261,freq=2.0), product of:
              0.31857434 = queryWeight, product of:
                5.272947 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016531711 = queryNorm
              0.4845358 = fieldWeight in 3261, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.09375 = fieldNorm(doc=3261)
        0.16 = coord(4/25)
    
  4. Jansen, B.J.; Spink, A.; Koshman, S.: Web searcher interaction with the Dogpile.com metasearch engine (2007) 0.12
    0.11589279 = sum of:
      0.11589279 = product of:
        0.57946396 = sum of:
          0.015016238 = weight(abstract_txt:data in 1270) [ClassicSimilarity], result of:
            0.015016238 = score(doc=1270,freq=1.0), product of:
              0.07214521 = queryWeight, product of:
                1.3104366 = boost
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.016531711 = queryNorm
              0.20813909 = fieldWeight in 1270, 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=1270)
          0.04935951 = weight(abstract_txt:method in 1270) [ClassicSimilarity], result of:
            0.04935951 = score(doc=1270,freq=1.0), product of:
              0.17554705 = queryWeight, product of:
                2.3603609 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.016531711 = queryNorm
              0.2811754 = fieldWeight in 1270, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.0625 = fieldNorm(doc=1270)
          0.2163114 = weight(abstract_txt:searchers in 1270) [ClassicSimilarity], result of:
            0.2163114 = score(doc=1270,freq=6.0), product of:
              0.23505485 = queryWeight, product of:
                2.3653579 = boost
                6.011108 = idf(docFreq=295, maxDocs=44421)
                0.016531711 = queryNorm
              0.92025924 = fieldWeight in 1270, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                6.011108 = idf(docFreq=295, maxDocs=44421)
                0.0625 = fieldNorm(doc=1270)
          0.17274183 = weight(abstract_txt:sessions in 1270) [ClassicSimilarity], result of:
            0.17274183 = score(doc=1270,freq=2.0), product of:
              0.29180208 = queryWeight, product of:
                2.6354601 = boost
                6.697521 = idf(docFreq=148, maxDocs=44421)
                0.016531711 = queryNorm
              0.59198284 = fieldWeight in 1270, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.697521 = idf(docFreq=148, maxDocs=44421)
                0.0625 = fieldNorm(doc=1270)
          0.12603496 = weight(abstract_txt:search in 1270) [ClassicSimilarity], result of:
            0.12603496 = score(doc=1270,freq=3.0), product of:
              0.31857434 = queryWeight, product of:
                5.272947 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016531711 = queryNorm
              0.39562184 = fieldWeight in 1270, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=1270)
        0.2 = coord(5/25)
    
  5. Hendahewa, C.; Shah, C.: Implicit search feature based approach to assist users in exploratory search tasks (2015) 0.11
    0.11169632 = sum of:
      0.11169632 = product of:
        0.5584816 = sum of:
          0.08157678 = weight(abstract_txt:simulations in 3678) [ClassicSimilarity], result of:
            0.08157678 = score(doc=3678,freq=1.0), product of:
              0.15458618 = queryWeight, product of:
                1.1074828 = boost
                8.443371 = idf(docFreq=25, maxDocs=44421)
                0.016531711 = queryNorm
              0.5277107 = fieldWeight in 3678, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.443371 = idf(docFreq=25, maxDocs=44421)
                0.0625 = fieldNorm(doc=3678)
          0.021236168 = weight(abstract_txt:data in 3678) [ClassicSimilarity], result of:
            0.021236168 = score(doc=3678,freq=2.0), product of:
              0.07214521 = queryWeight, product of:
                1.3104366 = boost
                3.3302255 = idf(docFreq=4320, maxDocs=44421)
                0.016531711 = queryNorm
              0.29435313 = fieldWeight in 3678, 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=3678)
          0.12214691 = weight(abstract_txt:sessions in 3678) [ClassicSimilarity], result of:
            0.12214691 = score(doc=3678,freq=1.0), product of:
              0.29180208 = queryWeight, product of:
                2.6354601 = boost
                6.697521 = idf(docFreq=148, maxDocs=44421)
                0.016531711 = queryNorm
              0.41859508 = fieldWeight in 3678, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.697521 = idf(docFreq=148, maxDocs=44421)
                0.0625 = fieldNorm(doc=3678)
          0.081451826 = weight(abstract_txt:evaluate in 3678) [ClassicSimilarity], result of:
            0.081451826 = score(doc=3678,freq=1.0), product of:
              0.24513961 = queryWeight, product of:
                2.789256 = boost
                5.316273 = idf(docFreq=592, maxDocs=44421)
                0.016531711 = queryNorm
              0.33226708 = fieldWeight in 3678, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.316273 = idf(docFreq=592, maxDocs=44421)
                0.0625 = fieldNorm(doc=3678)
          0.25206992 = weight(abstract_txt:search in 3678) [ClassicSimilarity], result of:
            0.25206992 = score(doc=3678,freq=12.0), product of:
              0.31857434 = queryWeight, product of:
                5.272947 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016531711 = queryNorm
              0.7912437 = fieldWeight in 3678, product of:
                3.4641016 = tf(freq=12.0), with freq of:
                  12.0 = termFreq=12.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=3678)
        0.2 = coord(5/25)