Systematic ensemble model selection approach for educational data mining
نویسندگان
چکیده
منابع مشابه
model design for personnel selection with data mining approach (case study: a commerce bank of iran)
the success or failure of an organization has a direct relationship with how its human resources are employed and retained. it is the case that organizations keep large amounts of information and data on entrance evaluations and processes. this information, however, is often left unutilized. data mining is considered a solution for analyzing these data. this paper is investigating educated and ...
متن کاملa swift heuristic algorithm base on data mining approach for the Periodic Vehicle Routing Problem: data mining approach
periodic vehicle routing problem focuses on establishing a plan of visits to clients over a given time horizon so as to satisfy some service level while optimizing the routes used in each time period. This paper presents a new effective heuristic algorithm based on data mining tools for periodic vehicle routing problem (PVRP). The related results of proposed algorithm are compared with the resu...
متن کاملA Semi-supervised Ensemble Approach for Mining Data Streams
There are many challenges in mining data streams, such as infinite length, evolving nature and lack of labeled instances. Accordingly, a semi-supervised ensemble approach for mining data streams is presented in this paper. Data streams are divided into data chunks to deal with the infinite length. An ensemble classification model E is trained with existing labeled data chunks and decision bound...
متن کاملData mining for algorithmic asset management: an ensemble learning approach
Algorithmic asset management refers to the use of expert systems that enter trading orders without any user intervention. In particular, market-neutral systems aim at generating positive returns regardless of underlying market conditions. In this chapter we describe an incremental learning framework for algorithmic asset management based on support vector regression. The algorithm learns the fa...
متن کاملAn Integrated DEA and Data Mining Approach for Performance Assessment
This paper presents a data envelopment analysis (DEA) model combined with Bootstrapping to assess performance of one of the Data mining Algorithms. We applied a two-step process for performance productivity analysis of insurance branches within a case study. First, using a DEA model, the study analyzes the productivity of eighteen decision-making units (DMUs). Using a Malmquist index, DEA deter...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Knowledge-Based Systems
سال: 2020
ISSN: 0950-7051
DOI: 10.1016/j.knosys.2020.105992