Document (#12265)

Author
Tsotsos, J.K.
Title
Behaviourist intelligence and the scaling problem
Source
Artificial intelligence. 75(1995) no.2, S.135-160
Year
1995
Abstract
The strict computational behaviourist position for the modelling of intelligence does not scale to human like problems and performance. This is accomplished by showing that the task of visual search can be viewed within the behaviourist and that the ability to search images of the world to find stimuli on which to act is a necessary component of any behaving, intelligent agent. If targets are not explicitly known and used to help optimize search, the search problem is NP-hard. Knowledge of the target is explicitly forbidden in the strict interpretation of the published behaviourist dogma. Summarizes the existing neurobiological and behavioural realities as they pertain to behaviourist claims. There is very little support from biology for strict behaviourism. Strict adherence to the philosophy of the behaviourists means that efforts to demonstarte that the paradigm scales to human size problems are certain to fail, as are attempts to evaluate it as a model of human intelligence. The strict position thus cannot be what the behaviourists really man. It would benefit the research community if they could elucidate their terms and provide theoretical arguments that support claims of scalability

Similar documents (content)

  1. White, R.W.; Roth, R.A.: Exploratory search : beyond the query-response paradigm (2009) 0.10
    0.09593345 = sum of:
      0.09593345 = product of:
        0.34261948 = sum of:
          0.02083343 = weight(abstract_txt:problems in 1000) [ClassicSimilarity], result of:
            0.02083343 = score(doc=1000,freq=1.0), product of:
              0.07750448 = queryWeight, product of:
                1.1475664 = boost
                4.300847 = idf(docFreq=1636, maxDocs=44421)
                0.015703445 = queryNorm
              0.26880294 = fieldWeight in 1000, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.300847 = idf(docFreq=1636, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
          0.037932098 = weight(abstract_txt:support in 1000) [ClassicSimilarity], result of:
            0.037932098 = score(doc=1000,freq=3.0), product of:
              0.0801279 = queryWeight, product of:
                1.1668266 = boost
                4.37303 = idf(docFreq=1522, maxDocs=44421)
                0.015703445 = queryNorm
              0.4733944 = fieldWeight in 1000, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.37303 = idf(docFreq=1522, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
          0.023223294 = weight(abstract_txt:problem in 1000) [ClassicSimilarity], result of:
            0.023223294 = score(doc=1000,freq=1.0), product of:
              0.08332375 = queryWeight, product of:
                1.1898682 = boost
                4.4593854 = idf(docFreq=1396, maxDocs=44421)
                0.015703445 = queryNorm
              0.2787116 = fieldWeight in 1000, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4593854 = idf(docFreq=1396, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
          0.017319147 = weight(abstract_txt:that in 1000) [ClassicSimilarity], result of:
            0.017319147 = score(doc=1000,freq=4.0), product of:
              0.05858646 = queryWeight, product of:
                1.5775498 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015703445 = queryNorm
              0.2956169 = fieldWeight in 1000, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
          0.08059592 = weight(abstract_txt:human in 1000) [ClassicSimilarity], result of:
            0.08059592 = score(doc=1000,freq=4.0), product of:
              0.13773322 = queryWeight, product of:
                1.8736111 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.015703445 = queryNorm
              0.5851596 = fieldWeight in 1000, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
          0.08478988 = weight(abstract_txt:search in 1000) [ClassicSimilarity], result of:
            0.08478988 = score(doc=1000,freq=11.0), product of:
              0.11192524 = queryWeight, product of:
                1.9502642 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.015703445 = queryNorm
              0.75755817 = fieldWeight in 1000, product of:
                3.3166249 = tf(freq=11.0), with freq of:
                  11.0 = termFreq=11.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
          0.077925704 = weight(abstract_txt:intelligence in 1000) [ClassicSimilarity], result of:
            0.077925704 = score(doc=1000,freq=1.0), product of:
              0.21378168 = queryWeight, product of:
                2.334239 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015703445 = queryNorm
              0.36451066 = fieldWeight in 1000, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0625 = fieldNorm(doc=1000)
        0.28 = coord(7/25)
    
  2. Larson, E.J.: ¬The myth of artificial intelligence : why computers can't think the way we do (2021) 0.09
    0.08876436 = sum of:
      0.08876436 = product of:
        0.36985153 = sum of:
          0.012062444 = weight(abstract_txt:they in 2343) [ClassicSimilarity], result of:
            0.012062444 = score(doc=2343,freq=1.0), product of:
              0.058853336 = queryWeight, product of:
                3.7477977 = idf(docFreq=2845, maxDocs=44421)
                0.015703445 = queryNorm
              0.2049577 = fieldWeight in 2343, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.7477977 = idf(docFreq=2845, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2343)
          0.018229254 = weight(abstract_txt:problems in 2343) [ClassicSimilarity], result of:
            0.018229254 = score(doc=2343,freq=1.0), product of:
              0.07750448 = queryWeight, product of:
                1.1475664 = boost
                4.300847 = idf(docFreq=1636, maxDocs=44421)
                0.015703445 = queryNorm
              0.23520258 = fieldWeight in 2343, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.300847 = idf(docFreq=1636, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2343)
          0.016942972 = weight(abstract_txt:that in 2343) [ClassicSimilarity], result of:
            0.016942972 = score(doc=2343,freq=5.0), product of:
              0.05858646 = queryWeight, product of:
                1.5775498 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015703445 = queryNorm
              0.28919604 = fieldWeight in 2343, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2343)
          0.07169492 = weight(abstract_txt:claims in 2343) [ClassicSimilarity], result of:
            0.07169492 = score(doc=2343,freq=1.0), product of:
              0.19311076 = queryWeight, product of:
                1.8114139 = boost
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.015703445 = queryNorm
              0.3712632 = fieldWeight in 2343, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2343)
          0.07052142 = weight(abstract_txt:human in 2343) [ClassicSimilarity], result of:
            0.07052142 = score(doc=2343,freq=4.0), product of:
              0.13773322 = queryWeight, product of:
                1.8736111 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.015703445 = queryNorm
              0.5120146 = fieldWeight in 2343, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2343)
          0.18040052 = weight(abstract_txt:intelligence in 2343) [ClassicSimilarity], result of:
            0.18040052 = score(doc=2343,freq=7.0), product of:
              0.21378168 = queryWeight, product of:
                2.334239 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015703445 = queryNorm
              0.84385395 = fieldWeight in 2343, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2343)
        0.24 = coord(6/25)
    
  3. Ahn, J.-w.; Brusilovsky, P.: Adaptive visualization for exploratory information retrieval (2013) 0.08
    0.08130809 = sum of:
      0.08130809 = product of:
        0.29038602 = sum of:
          0.012062444 = weight(abstract_txt:they in 3717) [ClassicSimilarity], result of:
            0.012062444 = score(doc=3717,freq=1.0), product of:
              0.058853336 = queryWeight, product of:
                3.7477977 = idf(docFreq=2845, maxDocs=44421)
                0.015703445 = queryNorm
              0.2049577 = fieldWeight in 3717, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.7477977 = idf(docFreq=2845, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
          0.027100002 = weight(abstract_txt:support in 3717) [ClassicSimilarity], result of:
            0.027100002 = score(doc=3717,freq=2.0), product of:
              0.0801279 = queryWeight, product of:
                1.1668266 = boost
                4.37303 = idf(docFreq=1522, maxDocs=44421)
                0.015703445 = queryNorm
              0.3382093 = fieldWeight in 3717, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.37303 = idf(docFreq=1522, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
          0.020320382 = weight(abstract_txt:problem in 3717) [ClassicSimilarity], result of:
            0.020320382 = score(doc=3717,freq=1.0), product of:
              0.08332375 = queryWeight, product of:
                1.1898682 = boost
                4.4593854 = idf(docFreq=1396, maxDocs=44421)
                0.015703445 = queryNorm
              0.24387264 = fieldWeight in 3717, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4593854 = idf(docFreq=1396, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
          0.018560097 = weight(abstract_txt:that in 3717) [ClassicSimilarity], result of:
            0.018560097 = score(doc=3717,freq=6.0), product of:
              0.05858646 = queryWeight, product of:
                1.5775498 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015703445 = queryNorm
              0.3167984 = fieldWeight in 3717, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
          0.03526071 = weight(abstract_txt:human in 3717) [ClassicSimilarity], result of:
            0.03526071 = score(doc=3717,freq=1.0), product of:
              0.13773322 = queryWeight, product of:
                1.8736111 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.015703445 = queryNorm
              0.2560073 = fieldWeight in 3717, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
          0.08065427 = weight(abstract_txt:search in 3717) [ClassicSimilarity], result of:
            0.08065427 = score(doc=3717,freq=13.0), product of:
              0.11192524 = queryWeight, product of:
                1.9502642 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.015703445 = queryNorm
              0.7206085 = fieldWeight in 3717, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
          0.09642813 = weight(abstract_txt:intelligence in 3717) [ClassicSimilarity], result of:
            0.09642813 = score(doc=3717,freq=2.0), product of:
              0.21378168 = queryWeight, product of:
                2.334239 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015703445 = queryNorm
              0.45105892 = fieldWeight in 3717, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3717)
        0.28 = coord(7/25)
    
  4. White, H.D.: Relevance theory and distributions of judgments in document retrieval (2017) 0.08
    0.079050645 = sum of:
      0.079050645 = product of:
        0.49406654 = sum of:
          0.01378565 = weight(abstract_txt:they in 99) [ClassicSimilarity], result of:
            0.01378565 = score(doc=99,freq=1.0), product of:
              0.058853336 = queryWeight, product of:
                3.7477977 = idf(docFreq=2845, maxDocs=44421)
                0.015703445 = queryNorm
              0.23423736 = fieldWeight in 99, 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=99)
          0.110667825 = weight(abstract_txt:scales in 99) [ClassicSimilarity], result of:
            0.110667825 = score(doc=99,freq=3.0), product of:
              0.12985243 = queryWeight, product of:
                1.050327 = boost
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.015703445 = queryNorm
              0.8522584 = fieldWeight in 99, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.872826 = idf(docFreq=45, maxDocs=44421)
                0.0625 = fieldNorm(doc=99)
          0.019363396 = weight(abstract_txt:that in 99) [ClassicSimilarity], result of:
            0.019363396 = score(doc=99,freq=5.0), product of:
              0.05858646 = queryWeight, product of:
                1.5775498 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015703445 = queryNorm
              0.33050975 = fieldWeight in 99, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=99)
          0.35024965 = weight(abstract_txt:strict in 99) [ClassicSimilarity], result of:
            0.35024965 = score(doc=99,freq=1.0), product of:
              0.6903215 = queryWeight, product of:
                5.415146 = boost
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.015703445 = queryNorm
              0.5073718 = fieldWeight in 99, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.117949 = idf(docFreq=35, maxDocs=44421)
                0.0625 = fieldNorm(doc=99)
        0.16 = coord(4/25)
    
  5. Lim, S.C.J.; Liu, Y.; Lee, W.B.: Multi-facet product information search and retrieval using semantically annotated product family ontology (2010) 0.07
    0.07101437 = sum of:
      0.07101437 = product of:
        0.25362274 = sum of:
          0.051462844 = weight(abstract_txt:accomplished in 239) [ClassicSimilarity], result of:
            0.051462844 = score(doc=239,freq=1.0), product of:
              0.12287591 = queryWeight, product of:
                1.0217222 = boost
                7.6584163 = idf(docFreq=56, maxDocs=44421)
                0.015703445 = queryNorm
              0.41881964 = fieldWeight in 239, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.6584163 = idf(docFreq=56, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
          0.05949844 = weight(abstract_txt:targets in 239) [ClassicSimilarity], result of:
            0.05949844 = score(doc=239,freq=1.0), product of:
              0.1353551 = queryWeight, product of:
                1.0723505 = boost
                8.037906 = idf(docFreq=38, maxDocs=44421)
                0.015703445 = queryNorm
              0.43957296 = fieldWeight in 239, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.037906 = idf(docFreq=38, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
          0.019162595 = weight(abstract_txt:support in 239) [ClassicSimilarity], result of:
            0.019162595 = score(doc=239,freq=1.0), product of:
              0.0801279 = queryWeight, product of:
                1.1668266 = boost
                4.37303 = idf(docFreq=1522, maxDocs=44421)
                0.015703445 = queryNorm
              0.23915009 = fieldWeight in 239, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.37303 = idf(docFreq=1522, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
          0.020320382 = weight(abstract_txt:problem in 239) [ClassicSimilarity], result of:
            0.020320382 = score(doc=239,freq=1.0), product of:
              0.08332375 = queryWeight, product of:
                1.1898682 = boost
                4.4593854 = idf(docFreq=1396, maxDocs=44421)
                0.015703445 = queryNorm
              0.24387264 = fieldWeight in 239, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4593854 = idf(docFreq=1396, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
          0.013123968 = weight(abstract_txt:that in 239) [ClassicSimilarity], result of:
            0.013123968 = score(doc=239,freq=3.0), product of:
              0.05858646 = queryWeight, product of:
                1.5775498 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015703445 = queryNorm
              0.22401026 = fieldWeight in 239, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
          0.03526071 = weight(abstract_txt:human in 239) [ClassicSimilarity], result of:
            0.03526071 = score(doc=239,freq=1.0), product of:
              0.13773322 = queryWeight, product of:
                1.8736111 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.015703445 = queryNorm
              0.2560073 = fieldWeight in 239, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
          0.05479379 = weight(abstract_txt:search in 239) [ClassicSimilarity], result of:
            0.05479379 = score(doc=239,freq=6.0), product of:
              0.11192524 = queryWeight, product of:
                1.9502642 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.015703445 = queryNorm
              0.48955706 = fieldWeight in 239, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0546875 = fieldNorm(doc=239)
        0.28 = coord(7/25)