Santtu Tikka

Apulaisprofessori (Assistant Professor)

Yksikkö

Matemaattis-luonnontieteellinen tiedekunta

Laitos / Vastuualue

Matematiikan ja tilastotieteen laitos

Huonenumero

MaD 323

Sähköposti

santtu.tikka@jyu.fi

Matkapuhelin

+358503019406

Postiosoite

Ahlmaninkatu 2

Tieteenalat

112 Tilastotiede

Esittely

I am an Assistant Professor at University of Jyväskylä, Department of Mathematics and Statistics.

My main research interest include causal inference, graphical models, missing data and Bayesian methods.

You can find me on Google Scholar, Research Gate and GitHub.

Julkaisut

Julkaisu

2025

Artificial Intelligence : Using Machine Learning to Classify Students and Predict Low Achievers

Advanced Learning Analytics Methods. Springer Cham.

Saqr, Mohammed

Misiejuk, Kamila

Tikka, Santtu

López-Pernas, Sonsoles

Julkaisu

2025

Artificial Intelligence : Using Machine Learning to Predict Students’ Performance

Advanced Learning Analytics Methods. Springer Cham.

Saqr, Mohammed

Misiejuk, Kamila

Tikka, Santtu

López-Pernas, Sonsoles

Julkaisu

2025

Capturing the Breadth and Dynamics of the Temporal Processes with Frequency Transition Network Analysis : A Primer and Tutorial

Advanced Learning Analytics Methods. Springer Cham.

Saqr, Mohammed

López-Pernas, Sonsoles

Tikka, Santtu

Julkaisu

2025

Frequency Transition Network Analysis (FTNA)

International Conference on Computer-Supported Collaborative Learning. Computer-supported collaborative learning. International Society of the Learning Sciences.

Saqr, Mohammed

Misiejuk, Kamila

Törmänen, Tiina

Kaliisa, Rogers

Tikka, Santtu

López-Pernas, Sonsoles

Julkaisu

2025

Mapping Relational Dynamics with Transition Network Analysis : A Primer and Tutorial

Advanced Learning Analytics Methods. Springer Cham.

Saqr, Mohammed

López-Pernas, Sonsoles

Tikka, Santtu

Julkaisu

2025

Mining Patterns and Clusters with Transition Network Analysis : A Heterogeneity Approach

Advanced Learning Analytics Methods. Springer Cham.

López-Pernas, Sonsoles

Tikka, Santtu

Saqr, Mohammed

Julkaisu

2025

tna : An R Package for Transition Network Analysis

Applied Psychological Measurement.

Tikka, Santtu

López-Pernas, Sonsoles

Saqr, Mohammed

Julkaisu

2025

Transition Network Analysis : A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes

International Conference on Learning Analytics and Knowledge. Association for Computing Machinery.

Saqr, Mohammed

López-Pernas, Sonsoles

Törmänen, Tiina

Kaliisa, Rogers

Misiejuk, Kamila

Tikka, Santtu

Julkaisu

2024

An R Approach to Data Cleaning and Wrangling for Education Research

Learning Analytics Methods and Tutorials. Springer.

Kopra, Juho

Tikka, Santtu

Heinäniemi, Merja

López-Pernas, Sonsoles

Saqr, Mohammed

Julkaisu

2024

Estimating Causal Effects from Panel Data with Dynamic Multivariate Panel Models

Advances in Life Course Research.

Helske, Jouni

Tikka, Santtu

Santtu Tikka

Esittely

Julkaisut

Artificial Intelligence : Using Machine Learning to Classify Students and Predict Low Achievers

Artificial Intelligence : Using Machine Learning to Predict Students’ Performance

Capturing the Breadth and Dynamics of the Temporal Processes with Frequency Transition Network Analysis : A Primer and Tutorial

Frequency Transition Network Analysis (FTNA)

Mapping Relational Dynamics with Transition Network Analysis : A Primer and Tutorial

Mining Patterns and Clusters with Transition Network Analysis : A Heterogeneity Approach

tna : An R Package for Transition Network Analysis

Transition Network Analysis : A Novel Framework for Modeling, Visualizing, and Identifying the Temporal Patterns of Learners and Learning Processes

An R Approach to Data Cleaning and Wrangling for Education Research

Estimating Causal Effects from Panel Data with Dynamic Multivariate Panel Models

Kausaalimallit

Decision Analytics utilizing Causal Models and Multiobjective Optimization (DEMO)