[Retracted] Machine Learning-Based Gynecologic Tumor Diagnosis and Its Postoperative Incisional Infection Influence Factor Analysis

Algorithm 1

The proposed algorithm.

Input: dataset
Output: attention matrix O, prediction result Prediction
(1)	Random initialization matrix
(2)	Embedding encoding of data datasets
(3)	for i in n do
(4)
(5)
(6)
(7)	End for
(8)	Do attention to each with
(9)	For i in n do
(10)	For j in n do
(11)	, d is the dim of q and k
(12)	End for
(13)	End for
(14)	Normalize the after attention
(15)
(16)	For i in n do
(17)	For j in n do
(18)
(19)	End for
(20)	End for
(21)	Initialize the adaptive neural network weights W and bias b
(22)	The matrix obtained after attention is input to the neural network for training
(23)	Get the final prediction result Prediction = Softmax(∙ O + b)