Insightful Assistant: AI-compatible Operation Graph Representations for Enhancing Industrial Conversational Agents

07/25/2020
by   Bekir Bayrak, et al.
0

Advances in voice-controlled assistants paved the way into the consumer market. For professional or industrial use, the capabilities of such assistants are too limited or too time-consuming to implement due to the higher complexity of data, possible AI-based operations, and requests. In the light of these deficits, this paper presents Insightful Assistant—a pipeline concept based on a novel operation graph representation resulting from the intents detected. Using a predefined set of semantically annotated (executable) functions, each node of the operation graph is assigned to a function for execution. Besides basic operations, such functions can contain artificial intelligence (AI) based operations (e.g., anomaly detection). The result is then visualized to the user according to type and extracted user preferences in an automated way. We further collected a unique crowd-sourced set of 869 requests, each with four different variants expected visualization, for an industrial dataset. The evaluation of our proof-of-concept prototype on this dataset shows its feasibility: it achieves an accuracy of up to 95.0 (complex) request detection with different variants and a top3-accuracy up to 95.4

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/06/2013

Discounting and Combination Operations in Evidential Reasoning

Evidential reasoning is now a leading topic in Artificial Intelligence. ...
research
10/07/2021

Towards Robust and Transferable IIoT Sensor based Anomaly Classification using Artificial Intelligence

The increasing deployment of low-cost industrial IoT (IIoT) sensor platf...
research
09/21/2022

Deep Learning based pipeline for anomaly detection and quality enhancement in industrial binder jetting processes

Anomaly detection describes methods of finding abnormal states, instance...
research
01/27/2023

CAPoW: Context-Aware AI-Assisted Proof of Work based DDoS Defense

Critical servers can be secured against distributed denial of service (D...
research
04/29/2022

The scope for AI-augmented interpretation of building blueprints in commercial and industrial property insurance

This report, commissioned by the WTW research network, investigates the ...
research
03/21/2022

A Policy Driven AI-Assisted PoW Framework

Proof of Work (PoW) based cyberdefense systems require incoming network ...

Please sign up or login with your details

Forgot password? Click here to reset