Why Rāmānuja? Some Reflections on Christian-Vaiṣṇava Comparative Theology

This paper examines the very idea of developing a Christian-Hindu comparative theology by focusing on Rāmānuja in particular. The paper begins by reflecting on some possible reasons--social, political, theological and philosophical—that Rāmānuja, instead of Madhva and other Vaiṣṇavas, has held, and continues to hold, such a central place in Christian-Vaiṣṇava comparative work. It then compares the Thomist doctrine of creation ex-nihilo with the theologies of Rāmānuja, Madhva and Jīva Goswami to illustrate that engaging with multiple Vaiṣṇava voices can enrich and expand the Christian-Rāmānuja comparative discourse

Induction of Non-Monotonic Logic Programs to Explain Boosted Tree Models Using LIME

We present a heuristic based algorithm to induce \textit{nonmonotonic} logic programs that will explain the behavior of XGBoost trained classifiers. We use the technique based on the LIME approach to locally select the most important features contributing to the classification decision. Then, in order to explain the model's global behavior, we propose the LIME-FOLD algorithm ---a heuristic-based inductive logic programming (ILP) algorithm capable of learning non-monotonic logic programs---that we apply to a transformed dataset produced by LIME. Our proposed approach is agnostic to the choice of the ILP algorithm. Our experiments with UCI standard benchmarks suggest a significant improvement in terms of classification evaluation metrics. Meanwhile, the number of induced rules dramatically decreases compared to ALEPH, a state-of-the-art ILP system