메뉴 건너뛰기




Volumn 5, Issue 2, 2017, Pages 73-84

Diversity in Big Data: A Review

Author keywords

data; diversity; empirical studies; models and algorithms; responsibly

Indexed keywords

ALGORITHM; CROWDSOURCING; EMPIRICAL RESEARCH; PERSONNEL MANAGEMENT; STATISTICAL ANALYSIS; STATISTICAL MODEL;

EID: 85021157002     PISSN: 21676461     EISSN: 2167647X     Source Type: Journal    
DOI: 10.1089/big.2016.0054     Document Type: Review
Times cited : (159)

References (55)
  • 1
    • 33344464667 scopus 로고
    • Measurement of diversity
    • Simpson EH. Measurement of diversity. Nature. 1949;163:688.
    • (1949) Nature. , vol.163 , pp. 688
    • Simpson, E.H.1
  • 5
    • 85021076715 scopus 로고    scopus 로고
    • Artificial intelligence's white guy problem
    • June 26
    • Crawford K. Artificial intelligence's white guy problem. The New York Times, June 26, 2016.
    • (2016) The New York Times
    • Crawford, K.1
  • 6
    • 84921495826 scopus 로고    scopus 로고
    • Big data and its exclusions
    • accessed June 7, 2017
    • Lerman J. Big data and its exclusions. Stanford Law Review Online, 2013;66. Available at: https://www. stanfordlawreview. org/online/privacy-and-bigdata-big-data-and-its-exclusions (accessed June 7, 2017).
    • (2013) Stanford Law Review Online , vol.66
    • Lerman, J.1
  • 12
    • 85007593765 scopus 로고    scopus 로고
    • Diversity, serendipity, novelty, and coverage: A survey and empirical analysis of beyond-accuracy objectives in recommender systems
    • Kaminskas M, Bridge D. Diversity, serendipity, novelty, and coverage: A survey and empirical analysis of beyond-accuracy objectives in recommender systems. ACM Trans Interact Intell Syst. 2016;7:2:1-2:42.
    • (2016) ACM Trans Interact Intell Syst. , vol.7 , pp. 21-242
    • Kaminskas, M.1    Bridge, D.2
  • 17
    • 85021055908 scopus 로고    scopus 로고
    • Google Official Blog last accessed April 25, 2017
    • Google Official Blog. Getting to work on diversity at Google. 2014. Available online at https://googleblog. blogspot. co. il/2014/05/gettingto-work-on-diversity-at-google. html (last accessed April 25, 2017).
    • (2014) Getting to Work on Diversity at Google
  • 18
    • 85019212912 scopus 로고    scopus 로고
    • last accessed April 25, 2017
    • Dobbin F, Kalev A. Why diversity programs fail. 2016. Available online at https://hbr. org/2016/07/why-diversity-programs-fail (last accessed April 25, 2017).
    • (2016) Why Diversity Programs Fail
    • Dobbin, F.1    Kalev, A.2
  • 19
    • 85021054034 scopus 로고    scopus 로고
    • last accessed April 25, 2017
    • Rezvani S. Five trends driving workplace diversity in 2015. 2015. Available online at www. forbes. com/sites/work-in-progress/2015/02/03/20768/ #58cc73dd34c91 (last accessed April 25, 2017).
    • (2015) Five Trends Driving Workplace Diversity in 2015
    • Rezvani, S.1
  • 21
    • 84930627854 scopus 로고    scopus 로고
    • Exposure to ideologically diverse news and opinion on facebook
    • Bakshy E, Messing S, Adamic LA. Exposure to ideologically diverse news and opinion on facebook. Science. 2015;348:1130-1132.
    • (2015) Science. , vol.348 , pp. 1130-1132
    • Bakshy, E.1    Messing, S.2    Adamic, L.A.3
  • 22
    • 84874080932 scopus 로고    scopus 로고
    • Determinantal point processes for machine learning
    • Kulesza A, Taskar B. Determinantal point processes for machine learning. Found Trends Mach Learn 2012;5:123-286.
    • (2012) Found Trends Mach Learn , vol.5 , pp. 123-286
    • Kulesza, A.1    Taskar, B.2
  • 23
    • 85072260815 scopus 로고    scopus 로고
    • Monte carlo markov chain algorithms for sampling strongly rayleigh distributions and determinantal point processes
    • New York, June 23-26
    • Anari N, Gharan SO, Rezaei A. Monte carlo markov chain algorithms for sampling strongly rayleigh distributions and determinantal point processes. In: Proceedings of the 29th Conference on Learning Theory, COLT 2016, New York, June 23-26, 2016. pp. 103-115.
    • (2016) Proceedings of the 29th Conference on Learning Theory, COLT 2016 , pp. 103-115
    • Anari, N.1    Gharan, S.O.2    Rezaei, A.3
  • 27
    • 84900849170 scopus 로고    scopus 로고
    • A multidisciplinary survey on discrimination analysis
    • Romei A, Ruggieri S. A multidisciplinary survey on discrimination analysis. Knowl Eng Rev. 2014;29:582-638.
    • (2014) Knowl Eng Rev. , vol.29 , pp. 582-638
    • Romei, A.1    Ruggieri, S.2
  • 29
    • 85021153776 scopus 로고    scopus 로고
    • last accessed April 25, 2017
    • Loehr A. 4 ways HR analytics can improve workplace diversity. 2015. Available online at www. cornerstoneondemand. com/rework/4-ways-hranalytics-can-improve-workplace-diversity (last accessed April 25, 2017).
    • (2015) 4 Ways HR Analytics Can Improve Workplace Diversity
    • Loehr, A.1
  • 31
    • 79959568276 scopus 로고    scopus 로고
    • last accessed April 25, 2017
    • Marlow C. Maintained relationships on facebook. 2009. Available online at www. facebook. com/note. phpnote-id=55257228858 &ref = mf%20(2009) (last accessed April 25, 2017).
    • (2009) Maintained Relationships on Facebook
    • Marlow, C.1
  • 33
    • 84923371942 scopus 로고    scopus 로고
    • Topicality and impact in social media: Diverse messages, focused messengers
    • Weng L, Menczer F. Topicality and impact in social media: Diverse messages, focused messengers. PLoS One 2015;10:e0118410.
    • (2015) PLoS One , vol.10 , pp. e0118410
    • Weng, L.1    Menczer, F.2
  • 34
    • 85021084238 scopus 로고    scopus 로고
    • Facebook and Google: Most powerful and secretive empires we've ever known
    • September 28
    • Goodman EP, Powles J. Facebook and Google: Most powerful and secretive empires we've ever known. The Guardian, September 28, 2016.
    • (2016) The Guardian
    • Goodman, E.P.1    Powles, J.2
  • 35
    • 77957014344 scopus 로고    scopus 로고
    • Search result diversification
    • Drosou M, Pitoura E. Search result diversification. SIGMOD Record 2010;39:41-47.
    • (2010) SIGMOD Record , vol.39 , pp. 41-47
    • Drosou, M.1    Pitoura, E.2
  • 37
    • 84859702336 scopus 로고    scopus 로고
    • Improving aggregate recommendation diversity using ranking-based techniques
    • Adomavicius G, Kwon YO. Improving aggregate recommendation diversity using ranking-based techniques. IEEE Trans Knowl Data Eng. 2012;24:896-911.
    • (2012) IEEE Trans Knowl Data Eng. , vol.24 , pp. 896-911
    • Adomavicius, G.1    Kwon, Y.O.2
  • 40
    • 84955585082 scopus 로고    scopus 로고
    • Hear the whole story: Towards the diversity of opinion in crowdsourcing markets
    • Wu T, Chen L, Hui P, et al. Hear the whole story: Towards the diversity of opinion in crowdsourcing markets. PVLDB 2015;8:485-496.
    • (2015) PVLDB , vol.8 , pp. 485-496
    • Wu, T.1    Chen, L.2    Hui, P.3
  • 44
    • 84875101545 scopus 로고    scopus 로고
    • DisC diversity: Result diversification based on dissimilarity and coverage
    • Drosou M, Pitoura E. DisC diversity: Result diversification based on dissimilarity and coverage. PVLDB 2012;6:13-24.
    • (2012) PVLDB , vol.6 , pp. 13-24
    • Drosou, M.1    Pitoura, E.2
  • 45
    • 84926646675 scopus 로고    scopus 로고
    • Multiple radii DisC diversity: Result diversification based on dissimilarity and coverage
    • Drosou M, Pitoura E. Multiple radii DisC diversity: Result diversification based on dissimilarity and coverage. ACM Trans Database Syst. 2015;40:4.
    • (2015) ACM Trans Database Syst. , vol.40 , pp. 4
    • Drosou, M.1    Pitoura, E.2
  • 48
    • 77952285689 scopus 로고    scopus 로고
    • Structured search result differentiation
    • Liu Z, Sun P, Chen Y. Structured search result differentiation. PVLDB 2009;2:313-324.
    • (2009) PVLDB , vol.2 , pp. 313-324
    • Liu, Z.1    Sun, P.2    Chen, Y.3
  • 49
    • 0024065502 scopus 로고
    • A study on two geometric location problems
    • Wang DW, Kuo YS. A study on two geometric location problems. Inf Process Lett. 1988;28:281-286.
    • (1988) Inf Process Lett. , vol.28 , pp. 281-286
    • Wang, D.W.1    Kuo, Y.S.2
  • 53
    • 0033879594 scopus 로고    scopus 로고
    • Approximation algorithms for knapsack problems with cardinality constraints
    • Caprara A, Kellerer H, Pferschy U, Pisinger D. Approximation algorithms for knapsack problems with cardinality constraints. Eur J Operat Res 2000;123:333-345.
    • (2000) Eur J Operat Res , vol.123 , pp. 333-345
    • Caprara, A.1    Kellerer, H.2    Pferschy, U.3    Pisinger, D.4
  • 54
    • 84901036403 scopus 로고    scopus 로고
    • Diverse set selection over dynamic data
    • Drosou M, Pitoura E. Diverse set selection over dynamic data. IEEE Trans Knowl Data Eng. 2014;26:1102-1116.
    • (2014) IEEE Trans Knowl Data Eng. , vol.26 , pp. 1102-1116
    • Drosou, M.1    Pitoura, E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.