Multiple-instance learning: Difference between revisions

Revision as of 16:50, 19 March 2018

Revision as of 16:55, 19 March 2018

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* Molecule activity

* Predicting binding sites of [[Calmodulin]] binding proteins<ref name=pmid22962461>{{cite journal |doi=10.1093/bioinformatics/bts416 |pmid=22962461 |title=Multiple instance learning of Calmodulin binding sites |journal=Bioinformatics |volume=28 |issue=18 |pages=i416 |year=2012 |last1=Minhas |first1=F. u. A. A |last2=Ben-Hur |first2=A }}</ref>

* Predicting function for alternatively spliced isoforms {{harvtxt|Li|Menon|et al.|2014}},{{harvtxt|Eksi|Li|Menon|et al.|2013}}

* Image classification {{harvtxt|Maron|Ratan|1998}}

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==Further reading==

*{{cite journal |doi=10.1016/S0004-3702(96)00034-3 |title=Solving the multiple instance problem with axis-parallel rectangles |journal=Artificial Intelligence |volume=89 |pages=3131–71 |year=1997 |last1=Dietterich |first1=Thomas G |last2=Lathrop |first2=Richard H |last3=Lozano-Pérez |first3=Tomás }}

*{{cite journalbook |doi=10.1007/978-3-319-47759-6 |title=Multiple Instance Learning |year=2016 |last1=Herrera |first1=Francisco |last2=Ventura |first2=Sebastián |last3=Bello |first3=Rafael |last4=Cornelis |first4=Chris |last5=Zafra |first5=Amelia |last6=Sánchez-Tarragó |first6=Dánel |last7=Vluymans |first7=Sarah |isbn=978-3-319-47758-9 }}

*{{cite journal |doi=10.1016/j.artint.2013.06.003 |title=Multiple instance classification: Review, taxonomy and comparative study |journal=Artificial Intelligence |volume=201 |pages=8181–105 |year=2013 |last1=Amores |first1=Jaume }}

*{{cite journal |doi=10.1017/S026988890999035X |title=A review of multi-instance learning assumptions |journal=The Knowledge Engineering Review |volume=25 |pages=11–25 |year=2010 |last1=Foulds |first1=James |last2=Frank |first2=Eibe }}

*{{cite book

| first1 = James D. | last1 = Keeler

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| title = Proceedings of the 1990 Conference on Advances in Neural Information Processing Systems (NIPS 3)

| isbn = 1-55860-184-8 }}

*{{cite journal |doi=10.1016/j.tig.2014.05.005 |pmid=24951248 |title=The emerging era of genomic data integration for analyzing splice isoform function |journal=Trends in Genetics |volume=30 |issue=8 |pages=340 |year=2014 |last1=Li |first1=Hong-Dong |last2=Menon |first2=Rajasree |last3=Omenn |first3=Gilbert S |last4=Guan |first4=Yuanfang }}

*{{cite journal |doi=10.1371/journal.pcbi.1003314 |pmid=24244129 |title=Systematically Differentiating Functions for Alternatively Spliced Isoforms through Integrating RNA-seq Data |journal=PLoS Computational Biology |volume=9 |issue=11 |pages=e1003314 |year=2013 |last1=Eksi |first1=Ridvan |last2=Li |first2=Hong-Dong |last3=Menon |first3=Rajasree |last4=Wen |first4=Yuchen |last5=Omenn |first5=Gilbert S |last6=Kretzler |first6=Matthias |last7=Guan |first7=Yuanfang }}

*{{cite book

| first1 = O. | last1 = Maron

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| title = Proceedings of the Fifteenth International Conference on Machine Learning

| isbn = 1-55860-556-8 }}

*{{cite journalbook |doi=10.1145/2783258.2783380 |chapter=From Group to Individual Labels Using Deep Features |title=Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '15 |pages=597597–606 |year=2015 |last1=Kotzias |first1=Dimitrios |last2=Denil |first2=Misha |last3=De Freitas |first3=Nando |last4=Smyth |first4=Padhraic |isbn=9781450336642 }}

*{{cite conference

|last1=Ray |first1=Soumya

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|year=2001

|url=http://pages.cs.wisc.edu/~sray/papers/mip.reg.icml01.pdf}}

*{{cite journal |doi=10.1038/srep08004 |bibcode=2015NatSR...5E8004B |pmid=25614300 |title=MBSTAR: Multiple instance learning for predicting specific functional binding sites in microRNA targets |journal=Scientific Reports |volume=5 |year=2015 |last1=Bandyopadhyay |first1=Sanghamitra |last2=Ghosh |first2=Dip |last3=Mitra |first3=Ramkrishna |last4=Zhao |first4=Zhongming }}

*{{cite journalbook |doi=10.1007/978-3-319-66179-7_69 |chapter=Deep Multi-instance Networks with Sparse Label Assignment for Whole Mammogram Classification |title=Medical Image Computing and Computer-Assisted Intervention − MICCAI 2017 |volume=10435 |pages=603603–11 |series=Lecture Notes in Computer Science |year=2017 |last1=Zhu |first1=Wentao |last2=Lou |first2=Qi |last3=Vang |first3=Yeeleng Scott |last4=Xie |first4=Xiaohui |isbn=978-3-319-66178-0 }}

[[Category:Machine learning]]