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Volumn 86, Issue 1, 2012, Pages 141-168

Data and task parallelism in ILP using MapReduce

Author keywords

ILP; MapReduce; Parallelism; Scaling up

Indexed keywords

COMPLEX PROBLEMS; CONSTRUCT MODELS; DATA PARALLELISM; DATA SET SIZE; DATA SETS; DIVERSE DOMAINS; EASE OF USE; ILP; MACHINE READABLE FORM; MAP-REDUCE; MULTIPLE SEARCH; PARALLELISM; PROGRAMMING MODELS; REAL-WORLD DATASETS; SCALING-UP; SEARCH SPACE SIZE; SEARCH SPACES; SET COVERINGS; TASK PARALLEL; TASK PARALLELISM; THEORETICAL FOUNDATIONS;

EID: 84855678613     PISSN: 08856125     EISSN: 15730565     Source Type: Journal    
DOI: 10.1007/s10994-011-5245-8     Document Type: Conference Paper
Times cited : (59)

References (40)
  • 1
    • 79551572420 scopus 로고    scopus 로고
    • A parallel, distributed algorithm for relational frequent pattern discovery from very large data sets
    • Appice, A.; Ceci, M.; Turi, A.; & Malerba, D. (2010). A parallel, distributed algorithm for relational frequent pattern discovery from very large data sets. In Intelligent data analysis.
    • (2010) Intelligent Data Analysis
    • Appice, A.1    Ceci, M.2    Turi, A.3    Malerba, D.4
  • 2
    • 0032069371 scopus 로고    scopus 로고
    • Top-down induction of first-order logical decision trees
    • PII S0004370298000344
    • H. Blockeel L. De Raedt 1998 Top-down induction of first-order logical decision trees Artificial Intelligence 101 285 297 10.1016/S0004-3702(98)00034-4 0909.68034 1641475 (Pubitemid 128387397)
    • (1998) Artificial Intelligence , vol.101 , Issue.1-2 , pp. 285-297
    • Blockeel, H.1    De Raedt, L.2
  • 4
    • 1442337803 scopus 로고
    • Learning stage transition rules with Indlog
    • S. Wrobel (eds). Gesellschaft für Mathematik und Datenverarbeitung MBH, GMD-Studien Nr. 237
    • Camacho, R. (1994). Learning stage transition rules with Indlog. In S. Wrobel (Ed.), Proceedings of the fourth international inductive logic programming workshop. Gesellschaft für Mathematik und Datenverarbeitung MBH, GMD-Studien Nr. 237.
    • (1994) Proceedings of the Fourth International Inductive Logic Programming Workshop
    • Camacho, R.1
  • 7
    • 56049109090 scopus 로고    scopus 로고
    • Map-reduce for machine learning on multicore
    • MIT Press Cambridge
    • Chu, C.-T.; Kim, S. K.; Lin, Y.-A.; Yu, Y.; Bradski, G. R.; Ng, A. Y.; & Olukotun, K. (2006). Map-reduce for machine learning on multicore. In NIPS (pp. 281-288). Cambridge: MIT Press.
    • (2006) NIPS , pp. 281-288
    • Chu, C.-T.1    Kim, S.K.2    Lin, Y.-A.3    Yu, Y.4    Bradski, G.R.5    Ng, A.Y.6    Olukotun, K.7
  • 11
    • 37549003336 scopus 로고    scopus 로고
    • Mapreduce: Simplified data processing on large clusters
    • 10.1145/1327452.1327492
    • J. Dean S. Ghemawat 2008 Mapreduce: simplified data processing on large clusters Communications of the ACM 51 1 107 113 10.1145/1327452.1327492
    • (2008) Communications of the ACM , vol.51 , Issue.1 , pp. 107-113
    • Dean, J.1    Ghemawat, S.2
  • 13
    • 0009397068 scopus 로고
    • Programs are predicates
    • C. A. R. Hoare 1993 Programs are predicates ICOT Journal 38 2 15
    • (1993) ICOT Journal , vol.38 , pp. 2-15
    • Hoare, C.A.R.1
  • 15
    • 13844312649 scopus 로고    scopus 로고
    • ZINC - A free database of commercially available compounds for virtual screening
    • DOI 10.1021/ci049714+
    • J. J. Irwin B. K. Shoichet 2004 Zinc-a free database of commercially available compounds for virtual screening Journal of Chemical Information and Modeling 45 1 177 182 10.1021/ci049714+ (Pubitemid 40736970)
    • (2005) Journal of Chemical Information and Modeling , vol.45 , Issue.1 , pp. 177-182
    • Irwin, J.J.1    Shoichet, B.K.2
  • 16
    • 0032202014 scopus 로고    scopus 로고
    • Efficient noise-tolerant learning from statistical queries
    • 10.1145/293347.293351 1065.68605 1678849
    • M. Kearns 1998 Efficient noise-tolerant learning from statistical queries Journal of the ACM 45 983 1006 10.1145/293347.293351 1065.68605 1678849
    • (1998) Journal of the ACM , vol.45 , pp. 983-1006
    • Kearns, M.1
  • 17
    • 0030044168 scopus 로고    scopus 로고
    • Structure-activity relationships derived by machine learning: The use of atoms and their bond connectivities to predict mutagenicity by inductive logic programming
    • DOI 10.1073/pnas.93.1.438
    • King, R. D.; Muggleton, S. H.; Srinivasan, A.; & Sternberg, M. J. E. (1996). Structure-activity relationships derived by machine learning: the use of atoms and their bond connectivities to predict mutagenicity by inductive logic programming. In Proc. of the national academy of sciences (Vol. 93, pp. 438-442). (Pubitemid 26038172)
    • (1996) Proceedings of the National Academy of Sciences of the United States of America , vol.93 , Issue.1 , pp. 438-442
    • King, R.D.1    Muggleton, S.H.2    Srinivasan, A.3    Sternberg, M.J.E.4
  • 18
    • 0029824974 scopus 로고    scopus 로고
    • Prediction of rodent carcinogenicity bioassays from molecular structure using inductive logic programming
    • R. D. King A. Srinivasan 1996 Prediction of rodent carcinogenicity bioassays from molecular structure using inductive logic programming Environmental Health Perspectives 104 5 1031 1040 10.1289/ehp.96104s51031 (Pubitemid 26402347)
    • (1996) Environmental Health Perspectives , vol.104 , Issue.SUPPL. 5 , pp. 1031-1040
    • King, R.D.1    Srinivasan, A.2
  • 20
    • 34548493644 scopus 로고    scopus 로고
    • Google's mapreduce programming model-revisited
    • R. Lämmel 2007 Google's mapreduce programming model-revisited Science of Computer Programming 68 3 208 237
    • (2007) Science of Computer Programming , vol.68 , Issue.3 , pp. 208-237
    • Lämmel, R.1
  • 23
    • 0003156949 scopus 로고
    • Inductive logic programming: Derivations, successes and shortcomings
    • 10.1145/181668.181671
    • S. Muggleton 1994 Inductive logic programming: derivations, successes and shortcomings SIGART Bulletin 5 1 5 11 10.1145/181668.181671
    • (1994) SIGART Bulletin , vol.5 , Issue.1 , pp. 5-11
    • Muggleton, S.1
  • 24
    • 77951503082 scopus 로고
    • Inverse entailment and progol
    • 10.1007/BF03037227
    • S. Muggleton 1995 Inverse entailment and progol New Generation Computing 13 245 286 10.1007/BF03037227
    • (1995) New Generation Computing , vol.13 , pp. 245-286
    • Muggleton, S.1
  • 28
    • 70450248190 scopus 로고    scopus 로고
    • Stepwise enhancement and higher-order programming in prolog
    • MIT Press, March
    • Naish, L.; & Sterling, L. (2000). Stepwise enhancement and higher-order programming in prolog. Journal of Functional and Logic Programming, 4. MIT Press, March.
    • (2000) Journal of Functional and Logic Programming , vol.4
    • Naish, L.1    Sterling, L.2
  • 31
    • 0001172265 scopus 로고
    • Learning logical definitions from relations
    • J. R. Quinlan 1990 Learning logical definitions from relations Machine Learning 5 239 266
    • (1990) Machine Learning , vol.5 , pp. 239-266
    • Quinlan, J.R.1
  • 34
    • 22644449927 scopus 로고    scopus 로고
    • A study of two sampling methods for analysing large datasets with ILP
    • 10.1023/A:1009824123462
    • A. Srinivasan 1999 A study of two sampling methods for analysing large datasets with ILP Data Mining and Knowledge Discovery 3 1 95 123 10.1023/A:1009824123462
    • (1999) Data Mining and Knowledge Discovery , vol.3 , Issue.1 , pp. 95-123
    • Srinivasan, A.1
  • 35
    • 2542454374 scopus 로고    scopus 로고
    • Srinivasan, A. (1999). The Aleph manual. Available at http://www.comlab.ox.ac.uk/oucl/research/areas/machlearn/Aleph/.
    • (1999) The Aleph Manual
    • Srinivasan, A.1
  • 36
    • 0004291327 scopus 로고    scopus 로고
    • A study of two probabilistic methods for searching large spaces with ILP
    • Oxford University Computing Laboratory, Oxford
    • Srinivasan, A. (2000). A study of two probabilistic methods for searching large spaces with ILP. Technical Report PRG-TR-16-00, Oxford University Computing Laboratory, Oxford.
    • (2000) Technical Report PRG-TR-16-00
    • Srinivasan, A.1
  • 37
    • 26944488343 scopus 로고    scopus 로고
    • A study of applying dimensionality reduction to restrict the size of a hypothesis space
    • Inductive Logic Programming: 15th International Conference, ILP 2005. Proceedings
    • Srinivasan, A.; & Kothari, R. (2005). A study of applying dimensionality reduction to restrict the size of a hypothesis space. In LNAI: Vol. 3625. Proceedings of the fifteenth international conference on inductive logic programming (ILP2005) (pp. 348-365). Berlin: Springer. (Pubitemid 41480002)
    • (2005) Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science) , vol.3625 , pp. 348-365
    • Srinivasan, A.1    Kothari, R.2
  • 38
    • 58149520441 scopus 로고    scopus 로고
    • Compile the hypothesis space: Do it once, use it often
    • 1155.68485 Special issue on multi-relational data mining
    • N. A. Fonseca R. Camacho R. Rocha V. S. Costa 2008 Compile the hypothesis space: do it once, use it often Fundamenta Informaticae 89 45 67 1155.68485 Special issue on multi-relational data mining
    • (2008) Fundamenta Informaticae , vol.89 , pp. 45-67
    • Fonseca, N.A.1    Camacho, R.2    Rocha, R.3    Costa, V.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.