Predicting Fertility Diagnosis in Drinkers
Abstract:
100 volunteers provide a semen sample analyzed according to the WHO 2010 criteria. Sperm concentration are related to socio-demographic data, environmental factors, health status, and life habits.
Problem Statement:
What impact does alcohol consumption have on the fertility diagnoses (sperm concentration) of males (keeping in mind that sperm concentration are related to socio-demographic and environmental factors, health status, as well as habits accosicated with individual lifestyle)?
Data Set Information:
The data associated with this analysis (http://archive.ics.uci.edu/ml/datasets/Fertility) contains the following information: 0. Season in which the analysis was performed. 1) winter, 2) spring, 3) Summer, 4) fall. (-1, -0.33, 0.33, 1)
- Age at the time of analysis. 18-36 (0, 1)
- Childish diseases (ie , chicken pox, measles, mumps, polio) 1) yes, 2) no. (0, 1)
- Accident or serious trauma 1) yes, 2) no. (0, 1)
- Surgical intervention 1) yes, 2) no. (0, 1)
- High fevers in the last year 1) less than three months ago, 2) more than three months ago, 3) no. (-1, 0, 1)
- Frequency of alcohol consumption 1) several times a day, 2) every day, 3) several times a week, 4) once a week, 5) hardly ever or never (0, 1)
- Smoking habit 1) never, 2) occasional 3) daily. (-1, 0, 1)
- Number of hours spent sitting per day ene-16 (0, 1)
- Output: Diagnosis normal (N), altered (O) Relevant Papers: David Gil, Jose Luis Girela, Joaquin De Juan, M. Jose Gomez-Torres, and Magnus Johnsson. Predicting seminal quality with artificial intelligence methods. Expert Systems with Applications, 39(16):12564 - 12573, 2012. Citations: David Gil, Jose Luis Girela, Joaquin De Juan, M. Jose Gomez-Torres, and Magnus Johnsson. Predicting seminal quality with artificial intelligence methods. Expert Systems with Applications, 39(16):12564 - 12573, 2012.
UCI Machine Learning Repository [http://archive.ics.uci.edu/ml]. Irvine, CA: University of California, School of Information and Computer Science.