Essays about: "thesis for clustering in data mining"

Showing result 21 - 25 of 34 essays containing the words thesis for clustering in data mining.

  1. 21. Improving Knowledge of Truck Fuel Consumption Using Data Analysis

    University essay from Linköpings universitet/Reglerteknik; Linköpings universitet/Logistik- och kvalitetsutveckling

    Author : Sofia Johnsen; Sarah Felldin; [2016]
    Keywords : big data; Total Quality Management; trucks; automotive; fuel consumption; logged vehicle data; customer usage data; aggregated data; big-data plan; big data management; data analysis; data mining; Principal Component Analysis; Factor Analysis; k-means Clustering; Hierarchical Clustering; Principal Component Regression; Regularization; Lasso; Elastic Net;

    Abstract : The large potential of big data and how it has brought value into various industries have been established in research. Since big data has such large potential if handled and analyzed in the right way, revealing information to support decision making in an organization, this thesis is conducted as a case study at an automotive manufacturer with access to large amounts of customer usage data of their vehicles. READ MORE

  3. 22. Exploratory data analysis of Volvo trucks repair history towards modelling a trucks lifetime maintenance needs

    University essay from Högskolan i Halmstad/CAISR Centrum för tillämpade intelligenta system (IS-lab)

    Author : Anton Palmqvist; [2016]
    Keywords : ;

    Abstract : For this master thesis project we have been working towards modelling the lifetime maintenance needs of a Volvo truck. Such a model could accurately estimate problems a truck may encounter at any given point in time. We were provided with records from workshop visits going back over a period of 10 years. READ MORE

  4. 23. Machine Learning for Categorizing Companies in Sweden - A Study for Decision Making Support in Customer Relationship Management

    University essay from Lunds universitet/Institutionen för datavetenskap

    Author : Christian Frid; [2016]
    Keywords : CRM; Machine Learning; Clustering; Data Mining; Decision Trees; C4.5; K-means; Principal Components Analysis PCA ; Technology and Engineering;

    Abstract : The number of companies in Sweden has shown a significant increase over the last five years (www.bolagsverket.se). Data about these companies is an important asset for the customer relationship management market. READ MORE

  5. 24. Clustering driver’s destinations - using internal evaluation to adaptively set parameters

    University essay from Lunds universitet/Institutionen för reglerteknik

    Author : Carl Levin; Christopher Håkansson; [2015]
    Keywords : Technology and Engineering;

    Abstract : With advanced navigation systems becoming ubiquitous in modern cars, the availability of detailed GPS data opens up new research areas in the fields of pattern analysis and data mining. By capturing the end-of-trip GPS points of each trip made by a driver, that driver’s meaningful destinations could be identified. READ MORE

  6. 25. The Business Insight Index – Evaluating Customer Insights through Hybrid Models

    University essay from Lunds universitet/Institutionen för datavetenskap

    Author : Jonathan Bratel; [2015]
    Keywords : Data mining; customer insights; cluster analysis; decision trees; evaluation measures; Technology and Engineering;

    Abstract : Customer segmentation and target analysis are two essential tasks when identifying a company’s customers. To perform these tasks, this thesis develops and applies hybrid data-mining models, integrating clustering and decision trees. READ MORE