Notes: KEYWORDS ARTS ENTERTAINMENT TV MEDIA JOURNALISM

Keywords

Ind: Arts/Entertainment/TV/Media/Journalism

Journalism
Media
Bureau
Publishing
Reporting
Coverage
Stories
Lead
Interviews
Demonstrations
Festivals
News
Views
News Analysis
Updates
Front page
Political
Social
Economical
Script
Dialogue
Film
Telefilms
Spots
Culture
Photo
Article
Feature
Language
Entertainment
Print media
Digital media
Newspapers
Events
Writing
Election
Education
Contribute
Issues
Literacy
Civic Matters
Magazines
Communication
Media relations
Media coordination
Public Relations/PR
Media activities
Publicity material
Design
Printing
Brochures
Pamphlets
Documentation
Arts
News reporting
Anchor

Cover story
Profile story
Private Sector
Public Sector
Beat
Industrial Scenario
Human interest features
Political stories
State Politics
Business stories
Political affairs
Political Happenings
Crime file
Cultural features
Press-note
Electronic media
Literature
Seminar
Conference
Rally
Book
Publication
Essay
Report
Journal
National
International
Wire
Tickertape
T.V. Channel
Establishment
Correspondent
Editing
Content Writing
Developments
Investigative reports
Civic body
Civic beat
General beat
Public Health
Science
Aviation
Coverage
Press Conference
Workshop
Symposium
Conventions
Video Camera
Press
Telecast
News Channel
Scripts
Programmes
Dailies
Technical Writing
Website
Publications
Search engines

Copy writing
Client management
Analysis
Data interpretation
Survey Methods
Newsletter
Sampling method
Survey Methodology-
dance
Periodicals
Sub-editing
Fiction writing
Editing
Page layout
Syndicated features
Correspondence
Reviews
Supplements
Cat
Publishing House
Freelancing
Visual
Tabloid
Supervise
Pull out
Dummy
Content
Commissioned feature
Performing arts
Page-making
MS Frontpage
MS Office Suite
Robo Help HTML 9
Macromedia Flash MX
Adobe Photoshop 7
Macromedia Dreamweaver
Quark Express 4.0
Back page briefs
Translation
Proofreading
DTP
Linguistics
Proofing

Artificial intelligence gets ready to party

Rupert Goodwins

ARTIFICIAL intelligence software that can assign gender to faces and pick voices out of a noisy babble.

A good noisy babble is no longer just a figment of the imagination and it could have serious applications too. Cocktail parties and relating to the opposite sex are two very human activities that preoccupy many during the holiday season. Computers are notoriously poor at both: artificial intelligence researchers have long envied the human abili¹ties to assign gender to faces and pick voices out of a n²oisy babble.

Now US company HNC Software has taught its personal computers equivalent feats of recognition, and claims that the technique is a significant advance for artificial intelligence, both theoretically and for building practical applications.

The system, called Certronics, uses neural networks in a ring of Pentium-based PCs to correlate inputs with memories of previous inputs, checking for coincidences in both time and space.

Items the network perceives—which can be words, images, financial information or anything that can be expressed digitally—are broken down into tokens that are stored in a database.³⁴

Tokens that coincide in time or space are associated, and gradually the network builds up a hierarchy of how these associations themselves are linked together. When objects al⁵ways appear together, the system recognises that the group is itself an object, and over time can build up subcategories of that o⁶bject such as male and female faces. It uses this information to recognise new occurrences of objects that contain ⁷a similar collection of tokens, an essential part of intelligent behaviour.⁸⁹

The system notices when some tokens in an association are¹⁰ missing, and pays close attention by watching out for the others, which improves performance. This means that recognition is enhanced when objec¹¹ts are partially obscured, for example. Similarly, when the system recognises some words in a party babble, it works out what words are likely to follow.¹²

The produ¹³ct isn't a turnkey solution, however: companies wishing to use it must send engineers on a three-week, $50,000 training course with HNC to learn how it works and how to integrate it.

In arrangement with https://www.google.com/search?q=zdnetindia.com

23/12/05

www.hnc.com/innovation_05/certronics_050105
www.hnc.com/innovation_05/neuralnet_050101
www.zdnet.com.au/newstech/enterprise/story/0,2000025001,,20262400,00.htm.
www.aaai.org/AITopics/html/current.html
www.dsslab.com/resources/textanal.htm
www.ece.ogi.edu/~strom/research/argkit

Objective
Summary
Summary of Quali.
Education
Affiliations
Professional Affiliations
Publications (Books)
Papers Published
Licenses
Certifications
Examinations
Honors

A good Artificial Intelligence (or NEURAL NET) software should be able to "read" an unstructured resume - and thereafter break it up & place the WORDS into these 22 FIELDS/CATEGORIES/KEY AREAS.

Experience

Employment

Work History

Positions Held

Appointments

Skills
Accomplishments
Strengths
Personal
Additional
Misc
References
Interpersonal Traits
Attitude

WORD RECOGNITION BY RESUMIX.

A hand-drawn table with column headers: Resume Structure, First Name, Location, Skills, and others blank.

Row headers (with arrows pointing right to indicate sentence/context dependence) are: Sentence Context, Membership (in), Experience (in), Working (with).

	Resume Structure	First Name	Location	Skills
Sentence Context	ADA (American Dentist Association)	ADA (Michigan)	ADA (Software Language)
Membership (in)		ADA (American Dentist Association)
Experience (in)		ADA (Software Language)
Working (with)		ADA (American Disabilities Act)

RESOMIX KNOWLEDGE BASE

①

Concepts & Rules defining skill terms & phrases
Abbreviations
Acronyms
Synonyms
Common misspellings

(RECRUITMENT-SPECIFIC TERMINOLOGY)

②

Comprehensive lists of Universities
degrees
majors
names of major corporations

With "CUSTOMIZER" software, user can go on adding and expand knowledge-base.

MANAGEMENT/ENGINEERING

MGMT. PROCESS	MGMT. TECHNIQUE	MGMT. FUNCTION	ENG. TECHNIQUE/Technology
Accounts Finalization	Appraisal	Administration	Basic Engineering
Alliance (Joint Venture)	Audit	Accounts	Basic Input Data
Business Analysis	ABC Analysis	" (Works)	Civil Engineering (Works)
Budget/Budgeting	Asset Capitalization	" (Project)	Codes
Business Process Reengineering	Bar chart	" (Cost)	Design & Engineering
Business Structuring/Restruct.	Break-Even Analysis	After-Sales Service	Documenting
Business Development/Expertise	Business Mathematics	Customer Support/Service	Designing
Contracts - Documentation	Cost Estimation/Control	Custom Clearance	Design of DCS
" - Management	Cash Flow	Construction Management	Dynamic Analysis
" - Comparison	CPM (Critical Path Method)	Commercial	Design
Export Procedure/Documentation	Cost Reduction	Dealer Network	Design & Detailing
Education	Costing	Foreign Exchange	Drafting
Training	Conflict Resolution	Finance	C.A.I. System
Export Inspection	Discounted Cash Flow (DCF)	Human Relations	Erecting (& Commissioning)
" Certification	Error Analysis	International Marketing	Commissioning
Excise	Estimation	" Sales	Engineering
ERP (Enterprise Resource Planning)	EOQ (Economic Order Quantity)	Industrial Relations	Electrical Engineering
Feasibility Analysis	Fixed Asset Accounting	Labour Control	Engineering Standards
" Report	Investigate	Marketing - Export	Energy Conservation
Fundamentals	IRR	- International	Energy Management
Import Subsitution	Inventory Control	- Telemarketing	Environmental Engineering
Income Tax	Indigenization	- Survey	Engineering Materials
Import Procedure & Documentation	J.I.T. (Just in time)	- Procedure	Electrical Circuits
Import/Export	KAIZEN	- Strategy	Finite Element Method (Analysis)
Joint Venture (Alliance)	Manhour Estimate/Estimation	Maintenance Management	GMP (Good Mfg. Practice)
Liaison/Licensing	Network (as in PERT/Network)	Manpower Handling	Hydraulic Design
Logistics	Optimization	Market Development	Heavy Engineering
Legal	Rejection	Profit Centre Mgmt/Responsibility	Instrument Design
Market Intelligence	PERT	Product Mgmt.	Installation & Commissioning
Mgmt. Consultancy		Project Management/Coordination	Inspection
Manpower Planning		Project Planning/Control	Membrane (Cell) Technology
Merchandising		Project Implementation/Execution	Marine Communication
Network Control/Distribution		Plant Engineering/Layout	Methodology
Plant Audit			Mathematics
Pre-Shipment Feasibility			NDT (Non-Destructive Testing)
" Export Preparation			Process Analysis and Process Planning
			Fabrication


SK = skill	RM = Raw Material	MP = Mgmt Process	KN = Knowledge
IT = IT/Software	EP = End Product	MT = " Technique	AT = Attitude
CO = Code		MF = " Function	AB = Attribute
Skills	IT Related				Mfg. Process/Mgmt related
	Software-Related	CODE	Eqpt/Systems used for Manufacture	Raw Mat/End Products
Administrative	AUTOCAD	ISO 9000	Ash Handling System	Butyl Rubber	Alu. Processing
Analyzing - zing	BABEL		Absorption Tower	Casting	Calibration
Appraising (Appraisal)	COBOL		Air Handling System	Consumer Products	Cutting Tools
Auditing (Audit)	Computer Program		Control Valve	Cement	Copper Smelter
Analytical Ability	CAD		Chimney	Diesel Engines	Diamond Processing
Busic Opps. (Identifying)	Computer Literacy		Coal Handling Plant	Dynamometer	Dies
Conceptualizing	" Awareness		DM Plant	Cosmetics	Continuous Casting
Communicating	EDP		Electro Static Precipator (ESP)	Fertilizer	Cutting Fluid
Co-ordinating	EXCEL		Electronic Eqpt.	Foods	Fixtures
Convincing	FORTRAN		Effluent Treatment Plant	Garments	Fabrication
Decision-Making	INFORMIX		Electrolytic Cell	Hardware	Fluidized-bed Combustion
Guiding	Information Technology		Electrical Protection System	Inverter	Foundry
Leadership	Input Data		Fire Fighting Eqpt	LPG	Jigs/Fixtures/Tooling
Languages	LOTUS 123		Field Instruments	Lab	Laboratory
Monitoring	MIS		Gas Processing (Plant)	Multi-storeyed Bldgs	Mfg. Process/Mgmnt
Negotiating	MS-OFFICE		Housing Complex	Modem	Maintenance
Organising	MS-DOS		Hydro Generator	Melamine	Machine Tool
Observing	MS-WORD		(LPG) Bottling Plant	Natural Gas	" Shop
Planning	MRP-I/II		Oxygen Manipulator (Plant)	Oil Seals	Oil-wells
Pricing	POWER-BUILDER		Pilot Plant		Off-shore Structures
Presenting

SUMMARY OF WORDS FROM 100 Executive Data Sheets (EDS)

Alphabet	Knowledge-Skill WORDS	Attitude-Attribute WORDS	Total
A	23	14	37
B	14	2	16
C	38	14	52
D	16	10	26
E	27	7	34
F	16	2	18
G	5	3	8
H	6	5	11
I	20	6	26
J	3	1	4
K	1	1	2
L	11	6	17
M	34	6	40
N	6	1	7
O	8	4	12
P	68	11	79
Q	8	1	9
R	15	6	21
S	39	8	47
T	24	10	34
U	2	-	2
V	6	3	9
W	7	3	10
X	-	-	-
Y	-	-	-
Z	-	-	-
	397	123	520

Knowledge - Skills words	Attitude - Attributes words
Administration	Analytical/Analytical Mind
Administrative	Able (Administrator)
Accounts/Accounts Finalization	Ability to study new things on own
Analysing/Analyzing (ALP)	Accurate
Appraisal/Appraising	Authoritative
Auditing/Audit	Adaptability
Ash Handling System	Awareness
ABC Analysis	Arrogant
Analytical Ability	Aggressive
AUTOCAD	Animal Instinct
Alliances (Joint Ventures)	Action-Oriented
Aluminium Processing	Accomodative
Accounts (Works/Projects)	Ambitious
Asset Capitalization
Absorption Tower
Air Handling System
After-Sales Service

Knowledge - Skills	Attitude - Attribute
Business Opportunity Identifying	Born Leader
BASIC	Broad-minded
Basic Engineering
Business Analysis
Budget/Budgeting
Business Process Reengineering (BPR)
Business Structuring (Restructuring)
Business Development (Expertise)
Basic Input Data
Bar Chart (Preparation)
Break-even Analysis
Business Mathematics
Butyl Rubber

Knowledge - Skill	Attitude - Attribute
Conceptualizing	Collaborative
Communicating	Co-operative
Co-ordinating	Common-Sense
COBOL	Customer Satisfaction
Customer Support/Service	Competent
Cost Estimation/Control	Consultant
Cash Flow	Creative
Calibration	Combative
CPM	Complacent
Cost Reduction	Cost-Conscious
Costing	Confident
Computer Program (Programming)	Committed
Customs Clearance	Controller
Contracts - (Documentation - Management - Comparison)	Considerate
CAD
Convincing
Construction Management
Control Valves
Commercial
Chimney
Civil Engineering Works
Coal Handling Plant
Castings
Cutting Tools
Copper Smelter
Computer Literacy/Awareness
Conflict Resolution
Consumer Products
Codes
Cement


Continuous Casting
C & I System
Cutting fluid
Cosmetics

Knowledge - Skills	Attitude - Attribute
Diamond Processing	Dynamic
Design & Engineering	Diplomatic
Documenting	Down to earth
Decision making	Delegator
Dealer Network	Diligent
Discounted Cash Flow (DCF)	Dedicated
Designing	Dignified/Dignity
DM plant	Drive
Design of DCS	Disciplined
Dynamic Analysis
Design
Design & Detailing
Diesel Engines
Dynamometer
Dies
Drafting

Knowledge - Skill	Attitude - Attribute
- Expert in starting New Companies	Egoistic
- Excellent Marketing strategist	Ethical
Erecting & commissioning	Experienced
Engineering	Entrepreneur/-rial/-ship
Electrical Engineering	Extrovert
EDP	Empathy
Engineering Standards	Enthusiastic
EXCEL
Export Procedure & documentation
Energy Conservation
Error Analysis
Education (-/Training)
Energy Management
ESP (Electro-static Precipitator)
Estimation
EOQ (Economic Order Quantity)
Electronic Eqpt
Environmental Engineering
Engineering Materials
Export (Inspection-Certification)
Effluent Treatment (Plant)
Electrical Circuits
Excise
Electrolytic cell
ERP (Enterprise Resource Planning)
Electrical Protection Systems

Knowledge - Skill	Attitude - Attribute
Foreign Exchange	Friendly
FORTRAN	Foresight
Feasibility Analysis
" Report
Fixtures
Fabrication
Fundamentals
Fluidised-bed Combustion
Fire fighting (System-Eqpt-Plant)
Field Instruments
Fixed Asset Accounting
Finite Element Method/Analysis
Finance
Fertilizer
Foods
Foundry

Knowledge - Skill	Attitude - Attribute
GMP (Good Mfg. Practice)	Go-getter
GLP	Grasp (Quick in grasping)
Guiding	Get-going
Gas - Processing (Plant)
Garments

Knowledge - Skill	Attitude - Attribute
Hardware	Hard working
Human Relations	Honest
Hydraulic Design	Harmony/Harmonious
Housing (Complex)	Human Values
Heavy Engineering	Helpful
Hydro-generator

Knowledge - Skill	Attitude - Attribute
International Marketing	Integrity (Man of ----)
ISO 9000	Initiative
Import Substitution	Intelligent
Income Tax	Introvert
Investigating	Impatient
INFORMIX	Innovative
IRR (Internal Rate of Return)
Import Procedure & documentation
Inventory Control
Instrument Design/Manufacture
Installation (& commissioning)
Import/Export
International Sales
Import Substitution
Information Technology (IT)
Inverters
Input Data
Inspection
IR (Industrial Relations)
Indigenisation

Knowledge - Skill	Attitude - Attribute
JIT (Just in Time)	Judgement
Jigs (—& Fixtures)/Tooling
Joint Ventures (Alliances)

Knowledge - Skill	Attitude - Attribute
Kaizen	Knowledge Seeker

Knowledge - Skill	Attitude - Attribute
Leadership	Learner (Good/Sincere)
Liason/Liasoning	Loyal
LOTUS 1-2-3	Leader (Born leader)
Labour Control	" (Manager)
Logistics (Management)	Logical
Languages (Speak, Read, Write)	Level-headed
LPG (Bottling Plant)
LAB (Linear Alkyl Benzene)
Legal
Logistics (Transportation)
Laboratory (Accreditation)

Knowledge - Skill	Attitude - Attribute
Marketing Expert	Motivator
- International	Man of Integrity
- Techno Commercial	Manipulative
- Survey	Modest
MIS (Mgmt. Info System)	Methodical
Monitoring	Mature
Manufacturing Process/Mgmt Process
"MS-OFFICE"
Marketing procedure/strategy
Membrane Technology
Market Intelligence
Maintenance - factory
MS-DOS/MS-WORD
Maintenance Management
Machine Tool/Machine Shop
Management Consultancy
Manpower Handling
Marine Communication
(Marine Pilot)
Manpower Planning
Multi-storeyed Buildings (Product)
Manhour Estimate
" Estimation
Metrology
MRP-I/II (Mfg. Resource Planning)
Merchandising
Modem
Mathematics
Market Development
Melamine

Knowledge - Skill	Attitude - Attribute
Negotiating	Never say "No"
Network Control/Distribution
Natural Gas (Offshore-Onshore)
Network
NDT (Non Destructive Testing)

Knowledge - Skill	Attitude - Attribute
Organising	Open to change
Overviewing	Ownership of job
Oil-wells (Mfg. Process related)	Output oriented
Optimization	Optimist (---tic)
Off-shore structures
Operations
Oxygen Manipulator/Plant
Oil Seals

Knowledge - Skill	Attitude - Attribute
Profit Centre Management Responsibility	Perfectionist
Product Management	Problem-solving
Provident Fund (CPF)	Proactive
Planning	Positive
Pricing	Professional
POWER BUILDER	Profit-Oriented
Project Management/Coordination	Patient
Presenting	Perseverance
Pilot Plant	Punctual
Project Appraisal/Feasibility	People-oriented
Project Report Preparation	Positive
Projection
Process Control/Planning
" Optimization
PERT
Project Planning/Control
Project Implementation/Execution
Plant Engineering
Plant Layout
Power Electronics
Palletisation plant
Production
Product Development
Project Engineering
Preliminary Design
Pollution Control (Eqpt.)
POWER-POINT/PROJECT-MANAGER
PRISM/PRIMAVERA
Purchase/Procurement
Piping (Layout)
Public Relations

Process Simulator
Pipe Lines (Sub-sea)
Productivity Improvement
Project Identification
Projects (Turnkey)
Power Distribution
Project Accounts
Project Finance
Power plant Structures
Project Schedule
Problem Solving
Polyester
Plant Safety Audit
Public Issue
Portfolio Management
Profit Appraisal
Printing Machines
Phosphoric Acid
P & I diagram
Pressure Vessels
Petrochemical Industry
Process Platforms
PLC
Process Automation
Preventive Maintenance
Power distribution
Penicillin
Portable Tools

Knowledge - Skill	Attitude - Attribute
Quality Control	Quick (in) grasp
Quality Assurance
" Improvement
" Planning
" Manual preparation
" Procedures
" Systems
" Circle activity

Knowledge - Skill	Attitude - Attribute
RDBMS	Result Oriented
Road Research (-ing)	Resourceful
R&D	Reliable
Root Cause Analysis	Religious
Reliability study	Restless
Railway Reservation System	Risk-taking
Reverse Osmosis
Rate Analysis
Reservoir Engineering
Refining (Oil-Petroleum)
Repair (of underwater structures)
Risers (Oil-Gas)
Recruitment
Retaining Wall
RCC (Reinforced Cement Concrete)

Knowledge - Skill	Attitude - Attribute
Systems Management	Supportive
Sales Tax	Sensitive
System Design/Audit	Systematic
System Analysis	Sincere
SYBASE	Sociable
Software (----Development)	Smart
Scheduling	Simple/Simplicity
Surface coating	Self-starter (starting)
Strategy Formulating
SQC (Statistical Quality Control)
Satellite Communication
Safety/Safety Management
Stores Management
Servicing
Spares planning
Strategic Planning
Service Industry
SMT (Surface Mounting Technology)
Sizing
Site-Supervision/Planning
Separation plant
Systems Implementation
Shipping (Technical/Commercial)
Structural Design
Steel
Specifications (Preparing)
SSP (Single Super PhosPhate)
Sulphuric Acid Plants
Sewing Threads
SWOT Analysis
Safety Audit
Standards

Statutory Requirements
Styrene
Submersible Pumps

Knowledge - Skill	Attitude - Attribute
Technically well-trained	Team Manager (Very Good)
TQM	Team Player (Mature)
Tax Audit	Team Builder
Tendering (-and Estimation)	Transparent
Trouble-shooting	Task-Oriented
Training/Training Modules	Trustworthy
Taxation	Trainer
Turnkey Projects	Take on difficult things
Time Management	Think Tank
Trading	Team Spirit
Tooling (Jigs & Fixtures)
Time & Motion study
Transportation (Logistics)
Technical Knowledge
Techno-Economic feasibility
Tool Room/Tool Design
Testing (Non Destructive)
Tyre-cord
Turbo-generator
Transformer
Teaching

Knowledge - Skill	Attitude - Attribute
Ultra high purity water
Uranium Processing

Knowledge - Skill	Attitude - Attribute
VISUAL C++	Versatile
Value Engineering	Visionary
Vendor Development	Value-driven
VED Analysis
Viaduct
Viscose Staple Fibre

Knowledge - Skill	Attitude - Attribute
WP Architecture	Writer
WORD PERFECT	Workaholic
Waste Heat Recovery	Willing
Waste Water Treatment
Works Accounts
Watch Manufacture
Waste Management