Previous master’s theses in computational big data analytics

Posted on Author Jaakko Peltonen

Below are links to a subset of previous master’s theses in Tampere University’s international master’s programme in Computational Big Data Analytics. For additional relevant theses, search Tampere University’s TREPO publication archive.

  • Jin Gong. White Matter Hyperintensity and Multi-region Brain MRI Segmentation Using Convolutional Neural Network. Master’s thesis, Tampere University, 2020. Open access publication.

  • Janni Juntunen. New Statistical Tools For Modeling Children’s Body Mass Index. Master’s thesis, Tampere University, 2020. Open access publication.

  • Amna Khan. Comparison of machine learning approaches for classification of invoices. Master’s thesis, Tampere University, 2020. Open access publication.

  • Jenni Laukkanen. Data Vault 2.0 Automation Solutions for Commercial Use. Master’s thesis, Tampere University, 2020. Open access publication.

  • Aatu Härkönen. Detecting the hydrodynamic pressure signal of a ship using adaptive filtering. Master’s thesis, Tampere University, 2020. Link to publication.

  • Joonas Toimela. Spatio-Temporal Prediction for Mobile Network Quality Analysis. Master’s thesis, Tampere University, 2020. Open access publication.

  • Irfan Aziz. Deep Learning: An Overview of Convolutional Neural Network(CNN) Master’s thesis, Tampere University, 2020. Open access publication.

  • Mika Mahosenaho. Bayesian switching model for forecasting GDP growth rates. Master’s thesis, Tampere University, 2020. Open access publication.

  • Waleed Imtiaz. Fairness in Variational Autoencoders Recommenders. Master’s thesis, Tampere University, 2020. Open access publication.

  • Jimi Laakso. Customer Move Prediction In Electricity Sales Using Deep Learning Neural Networks. Master’s thesis, Tampere University, 2020. Link to publication.

  • Lauri Nevasalmi. Forecasting multinomial stock returns using machine learning methods. Master’s thesis, Tampere University, 2019. Open access publication.

  • Syed Mustufain Abbas Rizvi. Attribution modelling of online advertising Master’s thesis, Tampere University, 2019. Open access publication.

  • Ilona Vänni. Poikkeavien havaintojen tunnistus koneoppimismenetelmin. Master’s thesis, Tampere University, 2019. Open access publication.
  • Hussain Syed. Combining Association Rule Mining and Clustering. Master’s thesis, Tampere University, 2019. Open access publication.

  • Yasir Hussain. Predicting customer satisfaction with product reviews: A comparitive study of some machine learning approaches. Master’s thesis, Tampere University, 2019. Open access publication.

  • Omer Shafiq. Anomaly Detection In Blockchain. Master’s thesis, Tampere University, 2019. Open access publication.

  • Heng Gui, Jr. Stock Prediction Based on Social Media Data via Sentiment Analysis: a Study on Reddit. Master’s thesis, Tampere University, 2019. Open access publication.

  • Feranmi Akanni. Application of Machine Learning Methods on Predictive Maintenance. Master’s thesis, Tampere University, 2019. Open access publication.

  • Juho Luoma. Finite mixture models in comparison to k-means clustering in both simulated and real world data. Master’s thesis, Tampere University, 2019. Open access publication.

  • Bruno Rubio. Analyzing cryptocurrency groups using topic modeling on Twitter posts. Master’s thesis, Tampere University, 2019. Open access publication.

  • Ilona Vänni. Poikkeavien havaintojen tunnistus koneoppimismenetelmin. Master’s thesis, Tampere University, 2019. Open access publication.

  • Lauri Nevasalmi. Forecasting multinomial stock returns using machine learning methods. Master’s thesis, Tampere University, 2019. Open access publication.

  • Pauli Peltokangas. Asiakastyytyväisyystasojen automatisoitu ennustaminen. Master’s thesis, University of Tampere, 2018. Open access publication.

  • Chien Lu. An Improved Nearest Neighbor Based Entropy Estimator with Local Ellipsoid Correction and its Application to Evaluation of MCMC Posterior Samples. Master’s thesis, University of Tampere, 2018. Open access publication.

  • Ali El Adi. Deep neural networks to forecast cardiac and respiratory deterioration of intensive care patients. Master’s thesis, University of Tampere, 2018. Open access publication.

  • Ananda Manoj Kumara Poonem Kristhombuge. Performance analysis : a case study on network management system using machine learning. Master’s thesis, University of Tampere, 2018. Open access publication.

  • Hatem Bouabana. Predicting Deterioration of Patients in the Intensive Care Unit. Master’s thesis, University of Tampere, 2018. Open access publication.

  • Mikko Korhonen. Katoanalyysi nuorten terveystutkimuksessa. Master’s thesis, University of Tampere, 2017. Open access publication.

  • Bolarinwa Akindaini. Machine learning applications in mortgage default prediction. Master’s thesis, University of Tampere, 2017. Open access publication.

  • Elina Tuominen. Satunnaisvaikutuksia sisältävät regressiosplinisovitteet pitkittäisaineistolle. Master’s thesis, University of Tampere, 2017. Open access publication.

  • Julius Kallio. Support Vector Machine and Deep Learning in Medical Applications. Master’s thesis, University of Tampere, 2017. Open access publication.

  • Niina Matikainen. Auton arvon aleneminen iän ja käytön myötä. Master’s thesis, University of Tampere, 2017. Open access publication.

  • Essi Syrjälä. Lasten painoindeksien mallinnus ja painoindeksin käännepisteen ajankohtaan yhteydessä olevien tekijöiden tutkiminen. Master’s thesis, University of Tampere, 2016. Open access publication. (Thesis in statistics, relevant to CBDA programme)