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Exam (elaborations)

Full summary and solved exam questions of the entire Advanced Data Analysis course – University of Antwerp

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This summary is a complete and up-to-date collection covering the entire Advanced Data Analysis course, including fully solved exam questions, combining: A detailed and clearly structured summary of all theoretical lectures, based on official slides, additional professor explanations, and relevant course materials. Fully worked-out solutions to all available previous exam questions, carefully checked and improved. Corrected and optimized solutions to the take-home assignment (Academic Year 2022/2023). Complete notes and solutions from the practical lessons. All explanations are written in clear academic English, with step-by-step reasoning where needed, making this bundle the ideal preparation for both the open-book exam and all course assignments. Chapters/Topics included: Introduction to Data & Data Mining Processing Principles Unsupervised Clustering Principal Component Analysis (PCA) & t-SNE Supervised Learning Regression Machine Learning Methods Why this document stands out: Based on the most recent academic year. Combines lecture notes, summaries, previous exams, and assignments in one comprehensive file. Created with great attention to clarity, completeness, and accuracy. Proven exam success — high grades achieved using these materials. Perfect for any student aiming for an efficient, well-structured, and high-scoring preparation.

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August 12, 2025
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2024/2025
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Advanced data analysis (EXAMEN van Bo !!  2018-2019):


1, 2, 3 en 4: calculations pertaining to true positives, recall, precision…


Check if a hierarchical cluster with complete linkage was correct, if you compared them with the distances
between the datapoints -> they gave 4 options, fifth option was that none were correct




What makes deep learning so good? (MCQ):
a) they can account for complexity
b) they have hidden layers
c) …
d) ..




They showed an ROC curve and a PR curve with points in the corners and one in the middle, with
corresponding letters:

→ if it is random, what points would each curve go through?
→ if every sample was placed in the wrong class, what points would the curves go through?
→ mcq about what you could say with absolute certainty when looking at the curves

a) it belongs to a neural network
b) the sensitivity/specificity trade off is shit
c) there are more positive than negative values
d) there are more negative than positive values
e) None of the above
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