To transfer or not to transfer

With transfer learning, one set of tasks is used to bias learning and improve performance on another task. However, transfer learning may actually hinder performance if the tasks are too dissimilar. As described in this paper, one challenge for transfer learning research is to develop approaches that detect and avoid negative transfer using very little data from the target task.

[1]  D. Hassiakos,et al.  Implantation and pregnancy rates in relation to oestradiol and progesterone profiles in cycles with and without the use of gonadotrophin-releasing hormone agonist suppression. , 1990, Human reproduction.

[2]  R. Schenken,et al.  Serum progesterone levels predict success of in vitro fertilization/embryo transfer in patients stimulated with leuprolide acetate and human menopausal gonadotropins. , 1991, The Journal of clinical endocrinology and metabolism.

[3]  David B. Dunson,et al.  Bayesian Data Analysis , 2010 .

[4]  Sebastian Thrun,et al.  Discovering Structure in Multiple Learning Tasks: The TC Algorithm , 1996, ICML.

[5]  F. Ubaldi,et al.  Premature luteinization in in vitro fertilization cycles using gonadotropin-releasing hormone agonist (GnRH-a) and recombinant follicle-stimulating hormone (FSH) and GnRH-a and urinary FSH. , 1996, Fertility and sterility.

[6]  Rich Caruana,et al.  Multitask Learning , 1998, Encyclopedia of Machine Learning and Data Mining.

[7]  B. Balaban,et al.  Elevated serum progesterone level on the day of human chorionic gonadotropin administration does not adversely affect implantation rates after intracytoplasmic sperm injection and embryo transfer. , 1999, Fertility and sterility.

[8]  A. Ferrari,et al.  Elevated serum progesterone on the day of HCG administration in IVF is associated with a higher pregnancy rate in polycystic ovary syndrome. , 1999, Human reproduction.

[9]  B. Murphy Models of Luteinization1 , 2000, Biology of reproduction.

[10]  Jonathan Baxter,et al.  A Model of Inductive Bias Learning , 2000, J. Artif. Intell. Res..

[11]  P. Devroey,et al.  Ovarian stimulation with HMG: results of a prospective randomized phase III European study comparing the luteinizing hormone-releasing hormone (LHRH)-antagonist cetrorelix and the LHRH-agonist buserelin. European Cetrorelix Study Group. , 2000, Human reproduction.

[12]  R. Fanchin,et al.  Effects of vaginal progesterone administration on uterine contractility at the time of embryo transfer. , 2001, Fertility and sterility.

[13]  E. Kolibianakis,et al.  Effect of ovarian stimulation with recombinant follicle-stimulating hormone, gonadotropin releasing hormone antagonists, and human chorionic gonadotropin on endometrial maturation on the day of oocyte pick-up. , 2002, Fertility and sterility.

[14]  Radford M. Neal Slice Sampling , 2003, The Annals of Statistics.

[15]  Thomas G. Dietterich,et al.  Improving SVM accuracy by training on auxiliary data sources , 2004, ICML.

[16]  Pedro M. Domingos,et al.  On the Optimality of the Simple Bayesian Classifier under Zero-One Loss , 1997, Machine Learning.

[17]  E. Tavmergen,et al.  Premature luteinization defined as progesterone estradiol ratio >1 on hCG administration day seems to adversely affect clinical outcome in long gonadotropin‐releasing hormone agonist cycles , 2004, The journal of obstetrics and gynaecology research.

[18]  M. Sauer,et al.  Serum Progesterone Before and After Human Chorionic Gonadotropin Injection Depends on the Estradiol Response to Ovarian Hyperstimulation During In Vitro Fertilization–Embryo Transfer Cycles , 1999, Journal of Assisted Reproduction and Genetics.

[19]  G. Ohel,et al.  High Progesterone Levels and Ciliary Dysfunction—A Possible Cause of Ectopic Pregnancy , 2000, Journal of Assisted Reproduction and Genetics.

[20]  R. Fanchin,et al.  Confronting the Hidden Face of Progesterone During the Follicular Phase , 2004, Journal of Assisted Reproduction and Genetics.

[21]  Thomas G. Dietterich,et al.  Transfer Learning with an Ensemble of Background Tasks , 2005, NIPS 2005.

[22]  Andrew McCallum,et al.  Composition of Conditional Random Fields for Transfer Learning , 2005, HLT.

[23]  M. Meseguer,et al.  The significance of premature luteinization in an oocyte-donation programme. , 2006, Human reproduction.