Normalized features over time. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Outliers Z score greater than 3. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Component connection topology of LSTM. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Proposed ACB-XDE detailed framework. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

The sub-portion of the above Fig 17. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

MAE confidence interval variation. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Summary of data before and after preprocessing. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Graphical overview of the proposed study. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Structure of new customized-attention mechanism. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Gating mechanism of LSTM. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Attention-customized BiLSTM parameter settings. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Structure of the data. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Bitcoin price prediction using XGBoost. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Parameter settings of XGBoost. by Riaz Ud Din (21101290)

“…<div><p>Forecasting speculative stock prices is essential for effective investment risk management and requires innovative algorithms. However, the speculative nature, volatility, and complex sequential dependencies within financial markets present inherent challenges that necessitate advanced techniques. …”

Table 1_Assessing accuracy of BiliPredics algorithm in predicting individual bilirubin progression in neonates—results from a prospective multi-center study.docx by Britta Steffens (13231326)

“…As such, prediction tools utilizing this algorithm are expected to facilitate and safely optimize jaundice risk assessment at hospital discharge with the potential to reduce jaundice-related rehospitalizations.…”

Overall flowchart of the proposed model. by Cai Yuanqing (22513351)

“…This paper presents a method for credit risk prediction for listed companies that uses an off-policy proximal policy optimization (PPO) algorithm for feature selection and imbalanced classification. …”

FDR and Runtime for ALARM. by Nand Sharma (21519845)

“…<div><p>In our recent work, we developed a novel dynamic programming algorithm to find optimal Bayesian networks with parent set constraints. …”

FDR (). by Nand Sharma (21519845)

“…<div><p>In our recent work, we developed a novel dynamic programming algorithm to find optimal Bayesian networks with parent set constraints. …”

FDR (). by Nand Sharma (21519845)

“…<div><p>In our recent work, we developed a novel dynamic programming algorithm to find optimal Bayesian networks with parent set constraints. …”

Average Runtime in seconds. by Nand Sharma (21519845)

“…<div><p>In our recent work, we developed a novel dynamic programming algorithm to find optimal Bayesian networks with parent set constraints. …”