tomotopy is a Python extension of tomoto (Topic Modeling Tool) which is a Gibbs-sampling based topic model library written in C++. It utilizes a vectorization of modern CPUs for maximizing speed. The current version of tomoto supports several major topic models including
In natural language understanding, there is a hierarchy of lenses through which we can extract meaning - from words to sentences to paragraphs to documents. At the document level, one of the most useful ways to understand text is by analyzing its topics.
W. Holden. Drug safety : an international journal of medical toxicology and drug experience, 26 (12):
853-62(января 2003)3513<m:linebreak></m:linebreak>Relació benefici/risc.
J. Snowden, S. Rose, и K. Mortimer. American journal of epidemiology, 173 (7):
731-8(апреля 2011)6073<m:linebreak></m:linebreak>JID: 7910653; aheadofprint;.
W. Sauerbrei, P. Royston, и H. Binder. Statistics in medicine, 26 (30):
5512-28(декабря 2007)4592<m:linebreak></m:linebreak>CI: Copyright (c) 2007; JID: 8215016; 0 (Antineoplastic Agents); ppublish;<m:linebreak></m:linebreak>Anàlisi de dades.
J. Reitsma, K. Moons, P. Bossuyt, и K. Linnet. Clinical chemistry, 58 (11):
1534-45(ноября 2012)7294<m:linebreak></m:linebreak>CI: (c) 2012; JID: 9421549; 2012/09/18 aheadofprint; ppublish;<m:linebreak></m:linebreak>Proves diagnòstiques; Metaanàlisi.
H. Zhang, E. Triche, и B. Leaderer. American journal of epidemiology, 151 (12):
1206-15(июня 2000)4421<m:linebreak></m:linebreak>LR: 20071114; PUBM: Print; GR: ES05410/ES/United States NIEHS; GR: HD30712/HD/United States NICHD; JID: 7910653; 0 (Air Pollutants); ppublish;<m:linebreak></m:linebreak>Sèries temporals.
T. Stürmer, K. Rothman, J. Avorn, и R. Glynn. American journal of epidemiology, 172 (7):
843-54(октября 2010)5732<m:linebreak></m:linebreak>JID: 7910653; aheadofprint;<m:linebreak></m:linebreak>Propensity score.
G. Norman, F. Sridhar, G. Guyatt, и S. Walter. Medical care, 39 (10):
1039-47(октября 2001)4454<m:linebreak></m:linebreak>LR: 20041117; PUBM: Print; JID: 0230027; CIN: Med Care. 2001 Oct;39(10):1037-8. PMID: 11567166; ppublish;<m:linebreak></m:linebreak>MDCI.
G. Maldonado. Journal of epidemiology and community health, 62 (7):
655-63(июля 2008)4593<m:linebreak></m:linebreak>GR: 1R29-ES07986/ES/NIEHS NIH HHS/United States; JID: 7909766; ppublish;<m:linebreak></m:linebreak>Mesures d'associació.
P. Fennema, и J. Lubsen. The Journal of bone and joint surgery. British volume, 92 (5):
701-6(мая 2010)5813<m:linebreak></m:linebreak>LR: 20101110; JID: 0375355; ppublish;<m:linebreak></m:linebreak>Anàlisi de supervivència; Competing risks.
Y. Foucher, C. Combescure, J. Ashton-Chess, и M. Giral. American journal of transplantation : official journal of the American Society of Transplantation and the American Society of Transplant Surgeons, 12 (4):
1060-1(апреля 2012)6790<br/>JID: 100968638; CON: Am J Transplant. 2010 Sep;10(9):2066-73. PMID: 20883541; CON: Am J Transplant. 2008 Jun;8(6):1205-13. PMID: 18444921; CON: Am J Transplant. 2008 Dec;8(12):2537-46. PMID: 18945283; 2012/01/06 aheadofprint; ppublish;<br/>Models predictius; Proves diagnòstiques.
M. Qualls, D. Pallin, и J. Schuur. Academic emergency medicine : official journal of the Society for Academic Emergency Medicine, 17 (10):
1113-21(октября 2010)6036<m:linebreak></m:linebreak>CI: (c) 2010; JID: 9418450; ppublish;.
D. MacKinnon, J. Krull, и C. Lockwood. Prevention science : the official journal of the Society for Prevention Research, 1 (4):
173-81(декабря 2000)3530<m:linebreak></m:linebreak>Mesures d'associació.
A. Tobias, J. Díaz, M. Saez, и J. Alberdi. European journal of epidemiology, 17 (8):
765-71(января 2001)4331<m:linebreak></m:linebreak>LR: 20041117; PUBM: Print; JID: 8508062; 0 (Air Pollutants); ppublish;<m:linebreak></m:linebreak>Sèries temporals.
J. Hanley, A. Negassa, M. deB Edwardes, и J. Forrester. American journal of epidemiology, 157 (4):
364-75(февраля 2003)5955<m:linebreak></m:linebreak>LR: 20071114; GR: 5P01/DK45734-05/DK/NIDDK NIH HHS/United States; GR: CA 70269/CA/NCI NIH HHS/United States; GR: R01 DA/KK11598-01/DA/NIDA NIH HHS/United States; JID: 7910653; CIN: Am J Epidemiol. 2003 Aug 1;158(3):289; author reply 289-90. PMID: 12882954; CIN: Am J Epidemiol. 2003 Aug 1;158(3):289; author reply 289-90. PMID: 12882953; ppublish;<m:linebreak></m:linebreak>Anàlisi de dades; GEE; Dades longitudinals.
T. Stukel, E. Fisher, D. Wennberg, D. Alter, D. Gottlieb, и M. Vermeulen. JAMA : the journal of the American Medical Association, 297 (3):
278-85(января 2007)4085<m:linebreak></m:linebreak>LR: 20070518; PUBM: Print; GR: 1P01-AG19783-01/AG/NIA; JID: 7501160; CIN: JAMA. 2007 Jan 17;297(3):314-6. PMID: 17227985; CIN: JAMA. 2007 May 16;297(19):2077-8; auhor reply 2078. PMID: 17507341; CIN: JAMA. 2007 May 16;297(19):2077; auhor reply 2078. PMID: 17507342; ppublish;<m:linebreak></m:linebreak>Variables instrumentals.
M. Pencina, R. D'Agostino, и O. Demler. Statistics in medicine, 31 (2):
101-13(января 2012)6488<br/>CI: Copyright (c) 2011; JID: 8215016; aheadofprint;<br/>Models predictius; Proves diagnòstiques.
J. Newhouse, и M. McClellan. Annual review of public health, (января 1998)4083<m:linebreak></m:linebreak>LR: 20051116; PUBM: Print; JID: 8006431; RF: 16; ppublish;<m:linebreak></m:linebreak>Variables instrumentals.
F. Ambrogi, E. Biganzoli, и P. Boracchi. Statistics in medicine, 27 (30):
6407-25(декабря 2008)4677<m:linebreak></m:linebreak>JID: 8215016; ppublish;<m:linebreak></m:linebreak>Anàlisi de supervivència; Competing risks.
S. Coxe, S. West, и L. Aiken. Journal of personality assessment, 91 (2):
121-36(марта 2009)19205933<m:linebreak></m:linebreak>
<m:linebreak></m:linebreak>JID: 1260201; ppublish;<m:linebreak></m:linebreak>
<m:linebreak></m:linebreak>Anàlisi de dades; Count data.
Y. Roux, C. Guimart, и M. Tenenhaus. European journal of drug metabolism and pharmacokinetics, 23 (2):
339-45(1998)2478<m:linebreak></m:linebreak>Tests d'equivalència.
T. Genders, S. Spronk, T. Stijnen, E. Steyerberg, E. Lesaffre, и M. Hunink. Radiology, 265 (3):
910-6(декабря 2012)7571<m:linebreak></m:linebreak>CI: (c) RSNA, 2012; JID: 0401260; 2012/10/23 aheadofprint; ppublish;<m:linebreak></m:linebreak>Proves diagnòstiques; Dades longitudinals.
E. Núñez, E. Steyerberg, и J. Núñez. Revista española de cardiología, 64 (6):
501-7(июня 2011)6209<m:linebreak></m:linebreak>CI: Copyright (c) 2011; JID: 0404277; 2011/01/27 received; 2011/01/29 accepted; 2011/04/29 aheadofprint; ppublish;.
R. Daniel, S. Cousens, B. Stavola, M. Kenward, и J. Sterne. Statistics in medicine, 32 (9):
1584-618(апреля 2013)CI: Copyright (c) 2012; JID: 8215016; 2010/07/22 received; 2012/10/30 accepted; 2012/12/03 aheadofprint; ppublish;<m:linebreak></m:linebreak>Propensity score; Marginal structural models.
D. Shier, и J. Tilson. Medicine, health care, and philosophy, 9 (2):
243-7(января 2006)4808<m:linebreak></m:linebreak>JID: 9815900; ppublish;<m:linebreak></m:linebreak>Mesures d'associació.
Y. Wang, L. Meyerson, Y. Tang, и N. Qian. Journal of the neurological sciences, 285 (1-2):
206-11(октября 2009)5489<m:linebreak></m:linebreak>JID: 0375403; 0 (Antibodies, Monoclonal); 0 (Immunologic Factors); 0 (natalizumab); 2009/03/05 received; 2009/07/15 revised; 2009/07/22 accepted; 2009/08/25 aheadofprint; ppublish;<m:linebreak></m:linebreak>Anàlisi de dades; Count data.
R. Platt, J. Delaney, и S. Suissa. European journal of epidemiology, 27 (2):
77-83(февраля 2012)6578<m:linebreak></m:linebreak>JID: 8508062; 2011/03/28 received; 2011/11/23 accepted; 2011/12/08 aheadofprint; ppublish;<m:linebreak></m:linebreak>Anàlisi de dades; Marginal structural models.
S. Greenland, и P. Gustafson. American journal of epidemiology, 164 (1):
63-8(июля 2006)4381<m:linebreak></m:linebreak>PUBM: Print-Electronic; DEP: 20060426; JID: 7910653; 2006/04/26 aheadofprint; ppublish;<m:linebreak></m:linebreak>Mesures d'associació.
S. Nakagawa, и I. Cuthill. Biological reviews of the Cambridge Philosophical Society, 82 (4):
591-605(ноября 2007)5137<m:linebreak></m:linebreak>LR: 20081107; JID: 0414576; RF: 95; ppublish;<m:linebreak></m:linebreak>Tamaño del efecto.
S. Snapinn, M. Chen, Q. Jiang, и T. Koutsoukos. Pharmaceutical statistics, 5 (4):
273-81(2006)7401<m:linebreak></m:linebreak>LR: 20071115; JID: 101201192; ppublish;<m:linebreak></m:linebreak>Mesures de contrast; RCT.
C. Gerlinger, и T. Schmelter. Pharmaceutical statistics, 10 (5):
410-3(2011)6376<m:linebreak></m:linebreak>MDCI; Tests d'equivalència; Mesures de resultats.
F. Dorey. Clinical orthopaedics and related research, 469 (2):
619-20(февраля 2011)6031<m:linebreak></m:linebreak>JID: 0075674; ppublish;<m:linebreak></m:linebreak>Sample size; Power.
A. Tosteson, и C. Begg. Medical decision making : an international journal of the Society for Medical Decision Making, 8 (3):
204-15(1988)4502<m:linebreak></m:linebreak>LR: 20071114; PUBM: Print; GR: CA-31247/CA/United States NCI; GR: CM-37564-27/CM/United States NCI; JID: 8109073; ppublish;<m:linebreak></m:linebreak>Proves diagnòstiques.
T. Baguley. British journal of psychology (London, England : 1953), 100 (Pt 3):
603-17(августа 2009)5362<m:linebreak></m:linebreak>JID: 0373124; 2008/11/17 aheadofprint; ppublish;<m:linebreak></m:linebreak>Tamaño del efecto.
Y. Guo, H. Logan, D. Glueck, и K. Muller. BMC medical research methodology, 13 (1):
100(января 2013)7412<m:linebreak></m:linebreak>JID: 100968545; 2013/04/04 received; 2013/07/31 accepted; 2013/07/31 aheadofprint; aheadofprint;<m:linebreak></m:linebreak>Sample size; Dades longitudinals.
B. Djulbegovic. The Journal of medicine and philosophy, 32 (2):
79-98(2007)7494<m:linebreak></m:linebreak>LR: 20071115; GR: 1 R01 NS044417-01/NS/NINDS NIH HHS/United States; JID: 7610512; ppublish;<m:linebreak></m:linebreak>Intervenció/placebo; Recerca clínica; Ètica;.
K. McGeechan, P. Macaskill, L. Irwig, G. Liew, и T. Wong. Archives of internal medicine, 168 (21):
2304-10(ноября 2008)4871<br/>JID: 0372440; 0 (Biological Markers); ppublish;<br/>Models predictius; Avaluació de riscs.
H. Brønnum-Hansen. Journal of epidemiology and community health, 53 (5):
300-5(мая 1999)4322<m:linebreak></m:linebreak>LR: 20061115; PUBM: Print; JID: 7909766; ppublish;<m:linebreak></m:linebreak>Risc atribuïble.
D. Altman, Y. Vergouwe, P. Royston, и K. Moons. BMJ (Clinical research ed.), (января 2009)5171<br/>GR: Cancer Research UK/United Kingdom; GR: Medical Research Council/United Kingdom; JID: 8900488; epublish;<br/><br/>Models predictius; Avaluació de riscs.
C. Metz, B. Herman, и C. Roe. Medical decision making : an international journal of the Society for Medical Decision Making, 18 (1):
110-21(1998)3741<m:linebreak></m:linebreak>Proves diagnòstiques.
M. Cheung, R. Ho, Y. Lim, и A. Mak. International journal of rheumatic diseases, 15 (2):
129-35(апреля 2012)6798<m:linebreak></m:linebreak>CI: (c) 2012 The Authors International Journal of Rheumatic Diseases (c) 2012; JID: 101474930; 2012/02/22 aheadofprint; ppublish;<m:linebreak></m:linebreak>Metaanàlisi; Introductori.
E. Moodie, и D. Stephens. International journal of public health, 56 (1):
117-9(февраля 2011)6250<m:linebreak></m:linebreak>GR: Canadian Institutes of Health Research/Canada; JID: 101304551; 2010/05/07 received; 2010/09/12 accepted; 2010/08/01 revised; 2010/10/08 aheadofprint; ppublish;<m:linebreak></m:linebreak>Propensity score; Marginal structural models; Introductori.
W. Chang, и I. McLean. BMC medical research methodology, (января 2006)4243<m:linebreak></m:linebreak>PUBM: Electronic; DEP: 20060302; JID: 100968545; 2005/09/07 received; 2006/03/02 accepted; 2006/03/02 aheadofprint; epublish;<m:linebreak></m:linebreak>Mesures de contrast.
K. Mortimer, R. Neugebauer, M. van der Laan, и I. Tager. American journal of epidemiology, 162 (4):
382-8(августа 2005)3937<m:linebreak></m:linebreak>Anàlisi de dades; Marginal structural models.
G. Quartey, M. Feudjo-Tepie, J. Wang, и J. Kim. Pharmaceutical statistics, 10 (6):
539-47(ноября 2011)6482<m:linebreak></m:linebreak>CI: Copyright (c) 2011; JID: 101201192; aheadofprint;<m:linebreak></m:linebreak>Propensity score; Bias; Variables instrumentals; Introductori; Tipus d'estudis.
K. Moons, D. Altman, Y. Vergouwe, и P. Royston. BMJ (Clinical research ed.), (января 2009)5180<m:linebreak></m:linebreak>GR: Cancer Research UK/United Kingdom; GR: Medical Research Council/United Kingdom; JID: 8900488; epublish;<m:linebreak></m:linebreak>Avaluació de riscs.
A. Jurek, S. Greenland, и G. Maldonado. International journal of epidemiology, 37 (2):
382-5(апреля 2008)4980<m:linebreak></m:linebreak>LR: 20081121; JID: 7802871; 2008/01/09 aheadofprint; ppublish;.