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1.

An ensemble heterogeneous classification methodology for discovering health-related knowledge in social media messages.

Tuarob S, Tucker CS, Salathe M, Ram N.

J Biomed Inform. 2014 Jun;49:255-68. doi: 10.1016/j.jbi.2014.03.005. Epub 2014 Mar 16.

2.

Assessing Electronic Cigarette-Related Tweets for Sentiment and Content Using Supervised Machine Learning.

Cole-Lewis H, Varghese A, Sanders A, Schwarz M, Pugatch J, Augustson E.

J Med Internet Res. 2015 Aug 25;17(8):e208. doi: 10.2196/jmir.4392.

3.

Filtering big data from social media--Building an early warning system for adverse drug reactions.

Yang M, Kiang M, Shang W.

J Biomed Inform. 2015 Apr;54:230-40. doi: 10.1016/j.jbi.2015.01.011. Epub 2015 Feb 14.

PMID:
25688695
4.

A multi-label, semi-supervised classification approach applied to personality prediction in social media.

Lima AC, de Castro LN.

Neural Netw. 2014 Oct;58:122-30. doi: 10.1016/j.neunet.2014.05.020. Epub 2014 Jun 11.

PMID:
24969690
5.

Mixture classification model based on clinical markers for breast cancer prognosis.

Zeng T, Liu J.

Artif Intell Med. 2010 Feb-Mar;48(2-3):129-37. doi: 10.1016/j.artmed.2009.07.008. Epub 2009 Dec 14.

PMID:
20005686
6.

Using twitter to examine smoking behavior and perceptions of emerging tobacco products.

Myslín M, Zhu SH, Chapman W, Conway M.

J Med Internet Res. 2013 Aug 29;15(8):e174. doi: 10.2196/jmir.2534.

7.

Characterizing the Discussion of Antibiotics in the Twittersphere: What is the Bigger Picture?

Kendra RL, Karki S, Eickholt JL, Gandy L.

J Med Internet Res. 2015 Jun 19;17(6):e154. doi: 10.2196/jmir.4220.

8.

Machine learning and word sense disambiguation in the biomedical domain: design and evaluation issues.

Xu H, Markatou M, Dimova R, Liu H, Friedman C.

BMC Bioinformatics. 2006 Jul 5;7:334.

9.

Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers.

Bekhuis T, Demner-Fushman D.

Artif Intell Med. 2012 Jul;55(3):197-207. doi: 10.1016/j.artmed.2012.05.002. Epub 2012 Jun 5.

10.

Portable automatic text classification for adverse drug reaction detection via multi-corpus training.

Sarker A, Gonzalez G.

J Biomed Inform. 2015 Feb;53:196-207. doi: 10.1016/j.jbi.2014.11.002. Epub 2014 Nov 8.

11.
12.

L2-norm multiple kernel learning and its application to biomedical data fusion.

Yu S, Falck T, Daemen A, Tranchevent LC, Suykens JA, De Moor B, Moreau Y.

BMC Bioinformatics. 2010 Jun 8;11:309. doi: 10.1186/1471-2105-11-309.

13.

Phenotype recognition with combined features and random subspace classifier ensemble.

Zhang B, Pham TD.

BMC Bioinformatics. 2011 Apr 30;12:128. doi: 10.1186/1471-2105-12-128.

14.

How to exploit twitter for public health monitoring?

Denecke K, Krieck M, Otrusina L, Smrz P, Dolog P, Nejdl W, Velasco E.

Methods Inf Med. 2013;52(4):326-39. doi: 10.3414/ME12-02-0010. Epub 2013 Jul 23.

PMID:
23877537
15.

Acute leukemia classification by ensemble particle swarm model selection.

Escalante HJ, Montes-y-Gómez M, González JA, Gómez-Gil P, Altamirano L, Reyes CA, Reta C, Rosales A.

Artif Intell Med. 2012 Jul;55(3):163-75. doi: 10.1016/j.artmed.2012.03.005. Epub 2012 Apr 15.

PMID:
22510477
16.

A comparison of machine learning algorithms for chemical toxicity classification using a simulated multi-scale data model.

Judson R, Elloumi F, Setzer RW, Li Z, Shah I.

BMC Bioinformatics. 2008 May 19;9:241. doi: 10.1186/1471-2105-9-241.

17.

PREDOSE: a semantic web platform for drug abuse epidemiology using social media.

Cameron D, Smith GA, Daniulaityte R, Sheth AP, Dave D, Chen L, Anand G, Carlson R, Watkins KZ, Falck R.

J Biomed Inform. 2013 Dec;46(6):985-97. doi: 10.1016/j.jbi.2013.07.007. Epub 2013 Jul 25.

18.

Discovering health topics in social media using topic models.

Paul MJ, Dredze M.

PLoS One. 2014 Aug 1;9(8):e103408. doi: 10.1371/journal.pone.0103408. eCollection 2014.

19.

Ensemble learning with active example selection for imbalanced biomedical data classification.

Oh S, Lee MS, Zhang BT.

IEEE/ACM Trans Comput Biol Bioinform. 2011 Mar-Apr;8(2):316-25. doi: 10.1109/TCBB.2010.96.

PMID:
20876935
20.

An exploratory study of a text classification framework for Internet-based surveillance of emerging epidemics.

Torii M, Yin L, Nguyen T, Mazumdar CT, Liu H, Hartley DM, Nelson NP.

Int J Med Inform. 2011 Jan;80(1):56-66. doi: 10.1016/j.ijmedinf.2010.10.015. Epub 2010 Dec 4.

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