01

introduction

Corporate could manage operation risk(Inventory, Foreign exchange exposure risk, etc..) by using AXE for Procurement Solution. AXE for Procurement helps corporate to avoid unnecessary risk and lower opportunity costs.


스크린샷 2019-04-18 오후 3.43.03.png
 

02

Process

A recurrent neural network reuses the result of data processing (which would be passed along to the next recurrent neural network) for the next data processing with new data from the preceding recurrent neural network.

The existence of recurrent data enables AI to output a different result every time even if the preceding recurrent neural network delivers the same data continuously. Therefore, this is more appropriate when recognizing momentum and other time-dependent factors.


스크린샷 2019-04-18 오전 9.13.51.png
 

03

work flow

We feed and preprocess raw data related to the industry for AXE learning. Corporate will judge to reduce various management risks through AXE for Procurement.


스크린샷 2019-04-18 오전 9.14.14.png
 

04

Example of Current Project

We feed and preprocess raw data related to the industry for AXE learning. The raw data for deep learning has been optimized for the industry.


스크린샷 2019-04-18 오후 3.44.02.png
 

In current project, We predict raw material price related to petrochemical industry for customer. Customer use our output data for purchasing raw material and reducing their inventory risk.


스크린샷 2019-04-18 오전 9.14.23.png
 

05

Example of Upcoming Project

Create a model for estimating the return of funds based on multiple variables through AXE engine and It helps corporate to manage the liquidity of funds at the end of the month with forecasting of cash withdrawals and future cashflow. The result of cashflow forecasting model will be shown as the Bayesian distribution rather than simple estimate value, that will be more helpful for corporate’s money management.


스크린샷 2019-04-17 오후 4.22.52.png
 

06

Inference

AXE engine also predicts direction and trends of Time-series data through its own deep learning model and Bayesian Inference compared to other neural network engines.


스크린샷 2019-04-17 오후 4.25.56.png

AXE can estimate Aleatoric Uncertainty and Epistemic Uncertainty through Bayesian Inference.


07

Performance

AXE for Procurement engine, owned  neural network engine optimized for Industry data is based on CNN Stacked Autoencoder based data analyzer and has huge predictability compared to other neural network engines.


스크린샷 2019-04-17 오후 4.34.57.png

The test accuracy of neural network explains excellence of performance for AXE engine

 

08

ENGINE UI/UX

AXE for FX
Management System