AAI_2025_Capstone_Chronicles_Combined

Cinema Analytics and Prediction System

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Figure 19: BERT-based movie cluster

Figure 20: BERT Genre classification example

The LSTM + GloVe model provided a thematically diverse yet coherent set of

recommendations. For example (Figure 21), for Transformers, the top recommendation,

Spider-Man 2 , scored 0.929 for similarity and shares high-budget action, a heroic lead, and

themes of responsibility and transformation. Left Behind (0.926) and Dragonball Evolution

(0.916) align with its apocalyptic or sci-fi elements, while Cars (0.914) matches through fast

paced action and machine-related themes. Dinner for Schmucks (0.911) appears as an outlier,

likely included due to overlapping keywords or metadata rather than strong thematic ties.

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