Study on the Impact of Partition-Induced Dataset Shift on $k$-Fold Cross-Validation


Cross-validation is a very commonly used technique used to judge classifier performance. But, it can doubtless introduce dataset shift, a harmful factor that's often not taken into account and can end in inaccurate performance estimation. This paper analyzes the prevalence and impact of partition-induced covariate shift on totally different $k$-fold cross-validation schemes. From the experimental results obtained, we conclude that the degree of partition-induced covariate shift depends on the cross-validation scheme considered. During this way, worse schemes may hurt the correctness of one-classifier performance estimation and conjointly increase the required number of repetitions of cross-validation to reach a stable performance estimation.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Computer-Aided Diagnosis of Chronic Kidney Disease in Developing Countries A Comparative Analysis of Machine Learning Techniques ABSTRACT: The high incidence and prevalence of chronic kidney disease (CKD), which
PROJECT TITLE : Experimental Evaluation of Capacitors for Power Buffering in Single-Phase Power Converters ABSTRACT: An energy buffer is needed for single-phase inverters and rectifiers to absorb twice-line frequency power
PROJECT TITLE : Study of Maximum Power Point Tracking MPPT Techniques in a solar Photovoltaic array ABSTRACT: In photovoltaic (PV) systems, maximum power point tracking (MPPT) is used to maximise PV array output power regardless
PROJECT TITLE :Power Allocation Study for Non-Orthogonal Multiple Access Networks With Multicast-Unicast Transmission - 2018ABSTRACT:This Project considers a downlink single-cell non-orthogonal multiple access (NOMA) network,
PROJECT TITLE :A Comprehensive Study on Social Network Mental Disorders Detection via Online Social Media Mining - 2018ABSTRACT:The explosive growth in popularity of social networking ends up in the problematic usage. An increasing

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry