Narrow lenses for capturing the complexity of fisheries: A topic analysis of fisheries science from 1990 to 2016

Despite increased fisheries science output and publication outlets, the global crisis in fisheries management is as present as ever. Since a narrow research focus may be a contributing factor to this failure, this study uncovers topics in fisheries research and their trends over time. This interdisc...

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Vydáno v:Fish and fisheries (Oxford, England) Ročník 19; číslo 4; s. 643 - 661
Hlavní autoři: Syed, Shaheen, Borit, Melania, Spruit, Marco
Médium: Journal Article
Jazyk:angličtina
Vydáno: Oxford Blackwell Publishing Ltd 01.07.2018
Témata:
Adaptive systems
aquacultural and fisheries equipment
Complex adaptive systems
Complexity
data collection
Dirichlet problem
Fish
Fisheries
Fisheries management
fisheries publications
Fisheries research
fisheries research focus
fisheries research gaps
fisheries research topics
Fishery management
Fishery sciences
Fishing
Fishing gear
humans
Interdisciplinary research
Interdisciplinary studies
latent Dirichlet allocation
Stock assessment
topic modelling
ISSN:1467-2960, 1467-2979
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Abstract Despite increased fisheries science output and publication outlets, the global crisis in fisheries management is as present as ever. Since a narrow research focus may be a contributing factor to this failure, this study uncovers topics in fisheries research and their trends over time. This interdisciplinary research evaluates whether science is diversifying fisheries research topics in an attempt to capture the complexity of the fisheries system, or whether it is multiplying research on similar topics, attempting to achieve an in‐depth, but possibly marginal, understanding of a few selected components of this system. By utilizing latent Dirichlet allocation as a generative probabilistic topic model, we analyse a unique dataset consisting of 46,582 full‐text articles published in the last 26 years in 21 specialized scientific fisheries journals. Among the 25 topics uncovered by the model, only one (Fisheries management) refers to the human dimension of fisheries understood as socio‐ecological complex adaptive systems. The most prevalent topics in our dataset directly relating to fisheries refer to Fisheries management, Stock assessment, and Fishing gear, with Fisheries management attracting the most interest. We propose directions for future research focus that most likely could contribute to providing useful advice for successful management of fisheries.
AbstractList Despite increased fisheries science output and publication outlets, the global crisis in fisheries management is as present as ever. Since a narrow research focus may be a contributing factor to this failure, this study uncovers topics in fisheries research and their trends over time. This interdisciplinary research evaluates whether science is diversifying fisheries research topics in an attempt to capture the complexity of the fisheries system, or whether it is multiplying research on similar topics, attempting to achieve an in‐depth, but possibly marginal, understanding of a few selected components of this system. By utilizing latent Dirichlet allocation as a generative probabilistic topic model, we analyse a unique dataset consisting of 46,582 full‐text articles published in the last 26 years in 21 specialized scientific fisheries journals. Among the 25 topics uncovered by the model, only one (Fisheries management) refers to the human dimension of fisheries understood as socio‐ecological complex adaptive systems. The most prevalent topics in our dataset directly relating to fisheries refer to Fisheries management, Stock assessment, and Fishing gear, with Fisheries management attracting the most interest. We propose directions for future research focus that most likely could contribute to providing useful advice for successful management of fisheries.
Despite increased fisheries science output and publication outlets, the global crisis in fisheries management is as present as ever. Since a narrow research focus may be a contributing factor to this failure, this study uncovers topics in fisheries research and their trends over time. This interdisciplinary research evaluates whether science is diversifying fisheries research topics in an attempt to capture the complexity of the fisheries system, or whether it is multiplying research on similar topics, attempting to achieve an in‐depth, but possibly marginal, understanding of a few selected components of this system. By utilizing latent Dirichlet allocation as a generative probabilistic topic model, we analyse a unique dataset consisting of 46,582 full‐text articles published in the last 26 years in 21 specialized scientific fisheries journals. Among the 25 topics uncovered by the model, only one (Fisheries management) refers to the human dimension of fisheries understood as socio‐ecological complex adaptive systems. The most prevalent topics in our dataset directly relating to fisheries refer to Fisheries management, Stock assessment, and Fishing gear, with Fisheries management attracting the most interest. We propose directions for future research focus that most likely could contribute to providing useful advice for successful management of fisheries.
Author Spruit, Marco
Borit, Melania
Syed, Shaheen
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  organization: Utrecht University
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Cites_doi 10.1111/faf.12219
10.1162/jmlr.2003.3.4-5.993
10.3115/v1/W14-3110
10.1002/9781118688038
10.1017/S1355770X12000460
10.1145/2684822.2685324
10.1016/j.trc.2017.01.013
10.1145/2133806.2133826
10.3354/esr00172
10.1057/ejis.2010.61
10.5751/ES-07347-200225
10.17705/1CAIS.03907
10.3115/1613715.1613763
10.1109/CVPR.2009.5206641
10.1093/bioscience/63.9.735
10.2989/1814232X.2011.602875
10.1093/icesjms/fsv248
10.1111/j.1467-2679.2005.00176.x
10.1016/j.marpol.2009.07.006
10.1016/j.marpol.2010.11.002
10.1109/DSAA.2017.61
10.1145/1150402.1150450
10.1073/pnas.0307760101
10.1214/07-AOAS114
10.1111/j.1467-2979.2010.00371.x
10.1109/ASPAA.2009.5346483
10.1007/s11192-008-2099-3
10.1016/j.poetic.2013.08.004
10.46867/IJCP.2010.23.03.01
10.1214/06-BA104
10.1145/1553374.1553410
10.1214/12-AOAS618
10.3389/fmars.2015.00044
10.1073/pnas.0307752101
10.1016/j.poetic.2013.10.001
10.1145/1143844.1143967
10.1017/CBO9780511667091
10.1145/2207676.2207738
10.1126/science.1245490
10.1080/00437956.1954.11659520
10.1007/s11160-012-9269-3
10.1145/1143844.1143859
10.1111/j.1467-2979.2012.00468.x
10.1093/pan/mps028
10.1080/10641262.2012.659775
10.1080/08838151.2012.761702
10.1145/1401890.1401960
10.1577/1548-8446-33.9.444
10.1126/science.aah4119
10.1109/ICSC.2018.00035
10.1002/9781118752739
10.1111/cobi.12605
10.1126/science.1172133
10.1214/09-AOAS309
10.1109/ICCV.2005.142
10.1002/fee.1476
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References 2013; 21
2009; 80
2013; 63
2016; 73
2008; 5
2011; 12
2008; 33
2013; 7
2016; 39
2012; 55
2010; 23
2013; 18
2013; 14
2014; 3
2001
2013; 57
2017; 77
1954; 10
2003; 3
2016; 354
2007; 2
2007; 1
2010; 4
2012; 22
2012; 21
2012; 20
2009; 325
2004; 101
2015; 2
2010; 34
2012
2011
2010
2013; 41
2009
2013; 342
2008
2007
2011; 33
2006
2005
2011; 35
2004
2006; 1
2012; 2
2015; 29
2017; 15
2015; 20
2013; 31
2018
2005; 6
2017
2016
2015
2017; 18
2014
e_1_2_7_5_1
Reisinger J. (e_1_2_7_59_1) 2010
e_1_2_7_9_1
Scott J. G. (e_1_2_7_65_1) 2013; 31
e_1_2_7_7_1
Teh Y. W. (e_1_2_7_77_1) 2006
e_1_2_7_19_1
e_1_2_7_83_1
e_1_2_7_17_1
e_1_2_7_62_1
e_1_2_7_81_1
e_1_2_7_15_1
e_1_2_7_41_1
e_1_2_7_64_1
Angelini R. (e_1_2_7_3_1) 2007; 2
Rosen‐Zvi M. (e_1_2_7_63_1) 2004
e_1_2_7_66_1
e_1_2_7_11_1
e_1_2_7_45_1
e_1_2_7_68_1
e_1_2_7_47_1
e_1_2_7_26_1
e_1_2_7_49_1
e_1_2_7_28_1
Hoffman M. D. (e_1_2_7_31_1) 2010
Whye Teh Y. (e_1_2_7_84_1) 2004
Chang J. (e_1_2_7_13_1) 2009
Kumaresan R. (e_1_2_7_42_1) 2014; 3
Lau J. H. (e_1_2_7_43_1) 2011
Jennings S. (e_1_2_7_38_1) 2009
e_1_2_7_73_1
e_1_2_7_50_1
e_1_2_7_71_1
e_1_2_7_25_1
e_1_2_7_52_1
e_1_2_7_23_1
e_1_2_7_54_1
e_1_2_7_21_1
e_1_2_7_35_1
e_1_2_7_56_1
e_1_2_7_37_1
e_1_2_7_39_1
Steyvers M. (e_1_2_7_70_1) 2007
Newman D. (e_1_2_7_53_1) 2007
e_1_2_7_6_1
e_1_2_7_4_1
Wang C. (e_1_2_7_80_1) 2009
e_1_2_7_8_1
e_1_2_7_18_1
e_1_2_7_16_1
e_1_2_7_40_1
e_1_2_7_61_1
e_1_2_7_2_1
Huang J. (e_1_2_7_34_1) 2005
e_1_2_7_12_1
e_1_2_7_44_1
e_1_2_7_10_1
e_1_2_7_46_1
e_1_2_7_67_1
e_1_2_7_48_1
e_1_2_7_69_1
e_1_2_7_27_1
e_1_2_7_29_1
Wallach H. M. (e_1_2_7_79_1) 2009
Syed S. (e_1_2_7_75_1) 2018
Rehurek R. (e_1_2_7_58_1) 2010
Charles A. (e_1_2_7_14_1) 2001
Hill H. (e_1_2_7_30_1) 2010; 23
e_1_2_7_72_1
Hoggarth D. (e_1_2_7_33_1) 2005
e_1_2_7_51_1
e_1_2_7_76_1
Rhody L. (e_1_2_7_60_1) 2012; 2
e_1_2_7_24_1
e_1_2_7_32_1
e_1_2_7_55_1
e_1_2_7_74_1
e_1_2_7_22_1
e_1_2_7_57_1
e_1_2_7_20_1
e_1_2_7_36_1
e_1_2_7_78_1
Wang C. (e_1_2_7_82_1) 2011
References_xml – start-page: 443
  year: 2012
  end-page: 452
– year: 2009
– volume: 39
  start-page: 110
  year: 2016
  end-page: 135
  article-title: Text mining for information systems researchers: An annotated topic modeling tutorial
  publication-title: Communications of the Association for Information Systems
– year: 2005
– volume: 41
  start-page: 545
  issue: 6
  year: 2013
  end-page: 569
  article-title: Introduction—Topic models: What they are and why they matter
  publication-title: Poetics
– volume: 55
  start-page: 77
  issue: 4
  year: 2012
  end-page: 84
  article-title: Probabilistic topic models
  publication-title: Communications of the ACM
– year: 2001
– start-page: 569
  year: 2008
  end-page: 577
– volume: 1
  start-page: 17
  issue: 1
  year: 2007
  end-page: 35
  article-title: A correlated topic model of science
  publication-title: The Annals of Applied Statistics
– start-page: 165
  year: 2017
  end-page: 174
– volume: 3
  start-page: 24
  issue: 2
  year: 2014
  end-page: 36
  article-title: Research trends in fish stock assessment during 1999–2013: A scientometrics study
  publication-title: International Journal of Library and Information Science
– volume: 23
  start-page: 414
  issue: 3
  year: 2010
  end-page: 534
  article-title: Journal publication trends regarding cetaceans found in both wild and captive environments: What do we study and where do we publish?
  publication-title: International Journal of Comparative Psychology
– volume: 2
  start-page: 44
  year: 2015
  article-title: Driving small‐scale fisheries in developing countries
  publication-title: Frontiers in Marine Science
– start-page: 1
  year: 2018
  end-page: 18
  article-title: Using machine learning to uncover latent research topics in fishery models
  publication-title: Reviews in Fisheries Science & Aquaculture
– start-page: 1973
  year: 2009
  end-page: 1981
– volume: 33
  start-page: 297
  issue: 2
  year: 2011
  end-page: 311
  article-title: New perspectives in small‐scale fisheries management: Challenges and prospects for implementation in South Africa
  publication-title: African Journal of Marine Science
– volume: 5
  start-page: 325
  year: 2008
  end-page: 334
  article-title: Human dimensions of bycatch reduction technology: Current assumptions and directions for future research
  publication-title: Endangered Species Research
– start-page: 977
  year: 2006
  end-page: 984
– volume: 354
  start-page: 185
  issue: 6309
  year: 2016
  end-page: 187
  article-title: Science‐based management in decline in the Southern Ocean
  publication-title: Science
– volume: 31
  start-page: 527
  year: 2013
  end-page: 535
  article-title: A recursive estimate for the predictive likelihood in a topic model
  publication-title: Journal of Machine Learning Research
– start-page: 113
  year: 2006
  end-page: 120
– start-page: 1536
  year: 2011
  end-page: 1545
– volume: 20
  start-page: 70
  issue: 2
  year: 2012
  end-page: 79
  article-title: Trends in fisheries science from 2000 to 2009: A bibliometric study
  publication-title: Reviews in Fisheries Science
– volume: 18
  start-page: 111
  issue: 2
  year: 2013
  end-page: 132
  article-title: Social‐ecological systems as complex adaptive systems: Modeling and policy implications
  publication-title: Environment and Development Economics
– start-page: 935
  year: 2009
  end-page: 942
– volume: 3
  start-page: 993
  year: 2003
  end-page: 1022
  article-title: Latent Dirichlet allocation
  publication-title: Journal of Machine Learning Research
– volume: 101
  start-page: 5228
  issue: Supplement 1
  year: 2004
  end-page: 5235
  article-title: Finding scientific topics
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
– start-page: 399
  year: 2015
  end-page: 408
– volume: 63
  start-page: 735
  issue: 9
  year: 2013
  end-page: 744
  article-title: Modeling social–ecological scenarios in marine systems
  publication-title: BioScience
– start-page: 1982
  year: 2009
  end-page: 1989
– start-page: 1081
  year: 2007
  end-page: 1088
– year: 2008
– volume: 10
  start-page: 146
  issue: 2–3
  year: 1954
  end-page: 162
  article-title: Distributional structure
  publication-title: WORD
– volume: 14
  start-page: 281
  issue: 3
  year: 2013
  end-page: 292
  article-title: Trends, current understanding and future research priorities for artisanal coral reef fisheries research
  publication-title: Fish and Fisheries
– volume: 2
  start-page: 19
  issue: 1
  year: 2012
  end-page: 35
  article-title: Topic modeling and figurative language
  publication-title: Journal of Digital Humanities
– volume: 33
  start-page: 444
  issue: 9
  year: 2008
  end-page: 453
  article-title: Mapping the changing landscape of fish‐related journals: Setting a course for successful communication of scientific information
  publication-title: Fisheries
– start-page: 288
  year: 2009
  end-page: 296
– volume: 1
  start-page: 121
  issue: 1
  year: 2006
  end-page: 143
  article-title: Variational inference for Dirichlet process mixtures
  publication-title: Bayesian Analysis
– year: 2015
– start-page: 1353
  year: 2006
  end-page: 1360
– volume: 41
  start-page: 570
  issue: 6
  year: 2013
  end-page: 606
  article-title: Exploiting affinities between topic modeling and the sociological perspective on culture: Application to newspaper coverage of U.S. government arts funding
  publication-title: Poetics
– volume: 15
  start-page: 119
  issue: 3
  year: 2017
  end-page: 119
  article-title: Demystifying the human dimension of ecological research
  publication-title: Frontiers in Ecology and the Environment
– start-page: 45
  year: 2010
  end-page: 50
– start-page: 194
  year: 2018
  end-page: 202
– start-page: 424
  year: 2006
  end-page: 433
– start-page: 487
  year: 2004
  end-page: 494
– year: 2007
– volume: 57
  start-page: 34
  issue: 1
  year: 2013
  end-page: 52
  article-title: Content analysis in an era of big data: A hybrid approach to computational and manual methods
  publication-title: Journal of Broadcasting & Electronic Media
– volume: 80
  start-page: 657
  issue: 3
  year: 2009
  end-page: 682
  article-title: 35 years and 160,000 articles: A bibliometric exploration of the evolution of ecology
  publication-title: Scientometrics
– start-page: 424
  year: 2007
  end-page: 440
– volume: 21
  start-page: 70
  issue: 1
  year: 2012
  end-page: 86
  article-title: Latent semantic analysis: Five methodological recommendations
  publication-title: European Journal of Information Systems
– start-page: 752
  year: 2011
  end-page: 760
– volume: 101
  start-page: 5220
  issue: Suppl 1
  year: 2004
  end-page: 5227
  article-title: Mixed‐membership models of scientific publications
  publication-title: Proceedings of the National Academy of Sciences of the United States of America
– start-page: 1385
  year: 2004
  end-page: 1392
– start-page: 63
  year: 2014
  end-page: 70
– volume: 73
  start-page: 1004
  issue: 4
  year: 2016
  end-page: 1011
  article-title: An overview of global research effort in fisheries science
  publication-title: ICES Journal of Marine Science: Journal Du Conseil
– start-page: 856
  year: 2010
  end-page: 864
– volume: 4
  start-page: 124
  issue: 1
  year: 2010
  end-page: 150
  article-title: Hierarchical relational models for document networks
  publication-title: The Annals of Applied Statistics
– year: 2016
– start-page: 1816
  year: 2005
  end-page: 1823
– volume: 325
  start-page: 419
  issue: 5939
  year: 2009
  end-page: 422
  article-title: A general framework for analyzing sustainability of social‐ecological systems
  publication-title: Science
– year: 2010
– volume: 342
  start-page: 1176
  issue: 6163
  year: 2013
  end-page: 1177
  article-title: How fisheries affect evolution
  publication-title: Science
– start-page: 37
  year: 2009
  end-page: 40
– volume: 18
  start-page: 986
  year: 2017
  end-page: 1010
  article-title: What makes fish vulnerable to capture by hooks? A conceptual framework and a review of key determinants
  publication-title: Fish and Fisheries
– volume: 77
  start-page: 49
  issue: June
  year: 2017
  end-page: 66
  article-title: Discovering themes and trends in transportation research using topic modeling
  publication-title: Transportation Research Part C: Emerging Technologies
– volume: 7
  start-page: 613
  issue: 2
  year: 2013
  end-page: 639
  article-title: Model trees with topic model preprocessing: An approach for data journalism illustrated with the WikiLeaks Afghanistan war logs
  publication-title: The Annals of Applied Statistics
– volume: 2
  start-page: 75
  issue: 2
  year: 2007
  end-page: 85
  article-title: Fisheries, ecology and modelling: An historical perspective
  publication-title: Pan‐American Journal of Aquatic Sciences
– start-page: 363
  year: 2008
  end-page: 371
– year: 2006
– volume: 22
  start-page: 719
  issue: 3
  year: 2012
  end-page: 737
  article-title: Trends in shark bycatch research: Current status and research needs
  publication-title: Reviews in Fish Biology and Fisheries
– volume: 12
  start-page: 2
  issue: 1
  year: 2011
  end-page: 17
  article-title: Human behaviour: The key source of uncertainty in fisheries management
  publication-title: Fish and Fisheries
– volume: 6
  start-page: 73
  issue: 1
  year: 2005
  end-page: 87
  article-title: Autopsy your dead…and living: A proposal for fisheries science, fisheries management and fisheries
  publication-title: Fish and Fisheries
– volume: 20
  start-page: art25
  issue: 2
  year: 2015
  article-title: Probing the interfaces between the social sciences and social‐ecological resilience: Insights from integrative and hybrid perspectives in the social sciences
  publication-title: Ecology and Society
– start-page: 281
  year: 2009
  end-page: 288
– volume: 21
  start-page: 267
  issue: 3
  year: 2013
  end-page: 297
  article-title: Text as data: The promise and pitfalls of automatic content analysis methods for political texts
  publication-title: Political Analysis
– volume: 29
  start-page: 1606
  issue: 6
  year: 2015
  end-page: 1614
  article-title: Text analysis tools for identification of emerging topics and research gaps in conservation science
  publication-title: Conservation Biology
– start-page: 903
  year: 2010
  end-page: 910
– volume: 35
  start-page: 477
  issue: 4
  year: 2011
  end-page: 482
  article-title: Shifting baselines in scientific publications: A case study using cetacean research
  publication-title: Marine Policy
– volume: 34
  start-page: 268
  issue: 2
  year: 2010
  end-page: 275
  article-title: Fisheries policy, research and the social sciences in Europe: Challenges for the 21st century
  publication-title: Marine Policy
– ident: e_1_2_7_44_1
  doi: 10.1111/faf.12219
– start-page: 487
  volume-title: Proceedings of the 20th Conference on Uncertainty in Artificial Intelligence
  year: 2004
  ident: e_1_2_7_63_1
– ident: e_1_2_7_9_1
  doi: 10.1162/jmlr.2003.3.4-5.993
– volume: 2
  start-page: 75
  issue: 2
  year: 2007
  ident: e_1_2_7_3_1
  article-title: Fisheries, ecology and modelling: An historical perspective
  publication-title: Pan‐American Journal of Aquatic Sciences
– ident: e_1_2_7_66_1
  doi: 10.3115/v1/W14-3110
– ident: e_1_2_7_25_1
– ident: e_1_2_7_41_1
  doi: 10.1002/9781118688038
– ident: e_1_2_7_45_1
  doi: 10.1017/S1355770X12000460
– ident: e_1_2_7_61_1
  doi: 10.1145/2684822.2685324
– ident: e_1_2_7_72_1
  doi: 10.1016/j.trc.2017.01.013
– ident: e_1_2_7_5_1
  doi: 10.1145/2133806.2133826
– volume: 31
  start-page: 527
  year: 2013
  ident: e_1_2_7_65_1
  article-title: A recursive estimate for the predictive likelihood in a topic model
  publication-title: Journal of Machine Learning Research
– ident: e_1_2_7_11_1
  doi: 10.3354/esr00172
– ident: e_1_2_7_22_1
  doi: 10.1057/ejis.2010.61
– ident: e_1_2_7_71_1
  doi: 10.5751/ES-07347-200225
– ident: e_1_2_7_17_1
  doi: 10.17705/1CAIS.03907
– ident: e_1_2_7_28_1
  doi: 10.3115/1613715.1613763
– volume-title: Marine fisheries ecology
  year: 2009
  ident: e_1_2_7_38_1
– ident: e_1_2_7_49_1
  doi: 10.1109/CVPR.2009.5206641
– start-page: 1081
  volume-title: Proceedings of the 20th International Conference on Neural Information Processing Systems
  year: 2007
  ident: e_1_2_7_53_1
– ident: e_1_2_7_16_1
– ident: e_1_2_7_54_1
  doi: 10.1093/bioscience/63.9.735
– ident: e_1_2_7_68_1
  doi: 10.2989/1814232X.2011.602875
– start-page: 752
  volume-title: Proceedings of the 14th International Conference on Artificial Intelligence and Statistics (AISTATS)
  year: 2011
  ident: e_1_2_7_82_1
– ident: e_1_2_7_2_1
  doi: 10.1093/icesjms/fsv248
– start-page: 856
  volume-title: NIPS'10 Proceedings of the 23rd International Conference on Neural Information Processing Systems – Volume 1
  year: 2010
  ident: e_1_2_7_31_1
– ident: e_1_2_7_67_1
  doi: 10.1111/j.1467-2679.2005.00176.x
– ident: e_1_2_7_21_1
– volume-title: A guide to fisheries stock assessment using the FMSP tools
  year: 2005
  ident: e_1_2_7_33_1
– ident: e_1_2_7_76_1
  doi: 10.1016/j.marpol.2009.07.006
– ident: e_1_2_7_32_1
– ident: e_1_2_7_62_1
  doi: 10.1016/j.marpol.2010.11.002
– ident: e_1_2_7_35_1
– ident: e_1_2_7_73_1
  doi: 10.1109/DSAA.2017.61
– ident: e_1_2_7_81_1
  doi: 10.1145/1150402.1150450
– ident: e_1_2_7_20_1
  doi: 10.1073/pnas.0307760101
– start-page: 903
  volume-title: Proceedings of the 27th International Conference on Machine Learning
  year: 2010
  ident: e_1_2_7_59_1
– start-page: 45
  volume-title: Proceedings of the LREC 2010 Workshop on New Challenges for NLP Frameworks
  year: 2010
  ident: e_1_2_7_58_1
– start-page: 1982
  volume-title: NIPS'09 Proceedings of the 22nd International Conference on Neural Information Processing Systems
  year: 2009
  ident: e_1_2_7_80_1
– ident: e_1_2_7_8_1
  doi: 10.1214/07-AOAS114
– ident: e_1_2_7_24_1
  doi: 10.1111/j.1467-2979.2010.00371.x
– start-page: 424
  volume-title: Handbook of latent semantic analysis
  year: 2007
  ident: e_1_2_7_70_1
– ident: e_1_2_7_40_1
  doi: 10.1109/ASPAA.2009.5346483
– ident: e_1_2_7_52_1
  doi: 10.1007/s11192-008-2099-3
– ident: e_1_2_7_18_1
  doi: 10.1016/j.poetic.2013.08.004
– volume: 23
  start-page: 414
  issue: 3
  year: 2010
  ident: e_1_2_7_30_1
  article-title: Journal publication trends regarding cetaceans found in both wild and captive environments: What do we study and where do we publish?
  publication-title: International Journal of Comparative Psychology
  doi: 10.46867/IJCP.2010.23.03.01
– ident: e_1_2_7_6_1
  doi: 10.1214/06-BA104
– ident: e_1_2_7_19_1
  doi: 10.1145/1553374.1553410
– ident: e_1_2_7_64_1
  doi: 10.1214/12-AOAS618
– ident: e_1_2_7_57_1
  doi: 10.3389/fmars.2015.00044
– volume-title: Maximum likelihood estimation of Dirichlet distribution parameters. Carnegie Mellon University Technical Report
  year: 2005
  ident: e_1_2_7_34_1
– ident: e_1_2_7_26_1
  doi: 10.1073/pnas.0307752101
– ident: e_1_2_7_50_1
  doi: 10.1016/j.poetic.2013.10.001
– start-page: 1973
  volume-title: NIPS'09 Proceedings of the 22nd International Conference on Neural Information Processing Systems
  year: 2009
  ident: e_1_2_7_79_1
– ident: e_1_2_7_78_1
  doi: 10.1145/1143844.1143967
– volume: 3
  start-page: 24
  issue: 2
  year: 2014
  ident: e_1_2_7_42_1
  article-title: Research trends in fish stock assessment during 1999–2013: A scientometrics study
  publication-title: International Journal of Library and Information Science
– ident: e_1_2_7_47_1
  doi: 10.1017/CBO9780511667091
– ident: e_1_2_7_15_1
  doi: 10.1145/2207676.2207738
– ident: e_1_2_7_4_1
  doi: 10.1126/science.1245490
– ident: e_1_2_7_29_1
  doi: 10.1080/00437956.1954.11659520
– ident: e_1_2_7_51_1
  doi: 10.1007/s11160-012-9269-3
– start-page: 288
  volume-title: NIPS'09 Proceedings of the 22nd International Conference on Neural Information Processing Systems
  year: 2009
  ident: e_1_2_7_13_1
– volume-title: Sustainable fishery systems
  year: 2001
  ident: e_1_2_7_14_1
– start-page: 1385
  volume-title: NIPS'04 Proceedings of the 17th International Conference on Neural Information Processing Systems
  year: 2004
  ident: e_1_2_7_84_1
– ident: e_1_2_7_7_1
  doi: 10.1145/1143844.1143859
– start-page: 1
  year: 2018
  ident: e_1_2_7_75_1
  article-title: Using machine learning to uncover latent research topics in fishery models
  publication-title: Reviews in Fisheries Science & Aquaculture
– ident: e_1_2_7_39_1
  doi: 10.1111/j.1467-2979.2012.00468.x
– start-page: 1536
  volume-title: Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics
  year: 2011
  ident: e_1_2_7_43_1
– ident: e_1_2_7_27_1
  doi: 10.1093/pan/mps028
– ident: e_1_2_7_37_1
  doi: 10.1080/10641262.2012.659775
– ident: e_1_2_7_46_1
  doi: 10.1080/08838151.2012.761702
– ident: e_1_2_7_56_1
  doi: 10.1145/1401890.1401960
– ident: e_1_2_7_48_1
  doi: 10.1577/1548-8446-33.9.444
– ident: e_1_2_7_10_1
  doi: 10.1126/science.aah4119
– ident: e_1_2_7_74_1
  doi: 10.1109/ICSC.2018.00035
– ident: e_1_2_7_36_1
  doi: 10.1002/9781118752739
– volume: 2
  start-page: 19
  issue: 1
  year: 2012
  ident: e_1_2_7_60_1
  article-title: Topic modeling and figurative language
  publication-title: Journal of Digital Humanities
– ident: e_1_2_7_83_1
  doi: 10.1111/cobi.12605
– ident: e_1_2_7_55_1
  doi: 10.1126/science.1172133
– ident: e_1_2_7_12_1
  doi: 10.1214/09-AOAS309
– ident: e_1_2_7_23_1
  doi: 10.1109/ICCV.2005.142
– ident: e_1_2_7_69_1
  doi: 10.1002/fee.1476
– start-page: 1353
  volume-title: NIPS'06 Proceedings of the 19th International Conference on Neural Information Processing Systems
  year: 2006
  ident: e_1_2_7_77_1
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Snippet Despite increased fisheries science output and publication outlets, the global crisis in fisheries management is as present as ever. Since a narrow research...
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SubjectTerms Adaptive systems
aquacultural and fisheries equipment
Complex adaptive systems
Complexity
data collection
Dirichlet problem
Fish
Fisheries
Fisheries management
fisheries publications
Fisheries research
fisheries research focus
fisheries research gaps
fisheries research topics
Fishery management
Fishery sciences
Fishing
Fishing gear
humans
Interdisciplinary research
Interdisciplinary studies
latent Dirichlet allocation
Stock assessment
topic modelling
Title Narrow lenses for capturing the complexity of fisheries: A topic analysis of fisheries science from 1990 to 2016
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2Ffaf.12280
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https://www.proquest.com/docview/2271852664
Volume 19
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