1 class=group-data ng-repeat-start=group in groupArray data-test=$index
data.symbol reutersRICLabelFormat:group.RICS
data.symbol reutersRICLabelFormat:group.RICS
Alphabets sales under microscope after last quarters debacle
QE-versus-recession battle will seal stocks fate, top CIO says
Martello is more than just a T-shirt Bruce Linton wore: CEO
TSX rises with industrials, IT leading the way; U.S. markets mixed
Caisse ignored my call for SNC activist run: Portfolio manager
Carl Icahn slams Occidental, says Buffett took CEO to the cleaners
BC Partners buys $5.2B majority stake in Montreal security firm GardaWorld
As Libra fallout continues, bitcoin finds support in technicals
Bob Dylan, Adeles music rights to back planned US$560M bond
Trading frenzy grips Chinas new stock venue after big IPO gains
Pattie Lovett-Reid: Want to get out of debt? It may be time for a little tough love
This summer job helped spark Michele Romanows career as a serial entrepreneur
The old rules for building wealth are obsolete
Pattie Lovett-Reid: Feeling house poor? Dont panic
Personal Investor: Im retiring at 55 heres how I did it
Divorce is destroying the finances of Americans over 50
Pattie Lovett-Reid: How to know when youve gone from frugal to cheap
Searching for summer travel deals? Be flexible
Personal Investor: New TFSA limit to take an inflation leap
Canadian housing gets boring with sales little changed
Seeds to startups: How summer tree planting helped Bruce Croxon blaze a trail in tech
Stubborn B.C., Alberta homeowners unwilling to sell real estate: Royal LePage
How wealthy singles can protect their riches from partners looking for a payout
Pattie Lovett-Reid: Are vacation properties a smart investment for millennials?
Pattie Lovett-Reid: Canadians are carrying less cash
Inequality highlighted as 10% of U.S. workers get half of all pay
Pattie Lovett-Reid: Dont let emotion sabotage your investment decisions
Ontarios new Grade 10 careers curriculum to stress financial literacy
Trans Mountain expansion gets second green light from Ottawa
Bank of Canada lowers qualifying rate used in mortgage stress tests
Apple plans to open office in Westbanks glitzy Vancouver tower
Millennials are flocking to the Pacific Northwest, study finds
Ontario Real Estate Association calls on Ottawa for relaxed mortgage rules
Home ownership elusive for young Canadians who fear going broke
Apple plans to open office in Westbanks glitzy Vancouver tower
Canadian housing gets boring with sales little changed
Rents in most cities are unaffordable for lower-income earners: Study
Brookfield said to explore sale of Atlantis resort in Bahamas
Almost 40% of U.S. homes are free and clear of a mortgage
Toronto set for record apartment surge after rent control lifted
Canadian housing starts surge 25% on coast-to-coast increase
Luxury home sales rise in Toronto, Montreal; fall in Vancouver
Vancouvers benchmark home price falls below $1M for first time since May 2017
Montreals housing market conditions tightest since 2005 as listings plunge
WeWork to lease 10 floors in new Vancouver office development
Toronto housing market heats up in June: Sales jump 10%, listings fall
Genworth shopping stake in Canadian unit amid delay in Chinese takeover review
Billionaires detention rocks his Chinese real estate empire
Toronto condo prices see weakest growth in five years as rules bite
Tesla plunges on loss, co-founders surprise exit from CTO job
Teck Q2 profit below estimates on one-time items, lower metal prices
Nissans pain worsens on 99% profit plunge, 12,500 job cuts
American Airlines sees US$400M blow to earnings on Max grounding
From the brink: How Home Capital fought to win back confidence
A&W looking to expand plant-based offerings amid Beyond Meat success
Couche-Tard steps further into cannabis with Fire & Flower stake
Ford forecast trails estimates as SUVs change over, China slumps
Southwest drops as it pulls Max into 2020, stops Newark service
Porter is not for sale despite recent wave of airline consolidation: Deluce
Meet the refugee-run company behind Trudeaus favourite chocolate
L Brands confirms it will review Jeffrey Epsteins role at company
U.S. safety board to issue 737 recommendations within 60 days
Worlds top toymaker joins companies leaving Chinas factories
No Beyond burrito: Chipotles CEO says faux meat is too processed
Allergan to stop selling some breast implants after cancer tie
Tesla plunges on loss, co-founders surprise exit from CTO job
Loblaws overzealous algorithm use sees sluggish same-store sales growth
Boeing warns it may halt 737 Max output if grounding drags on
Caterpillar hit by cooling energy sector in second quarter
Precision Drilling loss, revenue improve in Q2; debt repayment accelerates
Auxly Cannabis signs $123M investment, research deal with Imperial Brands
Husky Energy gets help from Q2 tax relief but profit down from year earlier
In the pig plague, it pays to be a crop giant in the right place
Halliburton and other drillers are fighting for new life in a world of cheap oil
Suncor leans on Syncrude to post record output amid curtailment
Teck Q2 profit below estimates on one-time items, lower metal prices
Couche-Tard steps further into cannabis with Fire & Flower stake
As Canada gears up for pot 2.0, more shortages are on the menu
Curaleaf targeted in FDA crackdown on CBD marketing
Research on capturing carbon from mining secures federal funding
Drilling forecast goes from bad to worse after slow start to summer deployments
Cannabis draws more U.S. bankers as deals flow away from Canada
Wisconsin tribe sues Enbridge to force Line 5 pipeline removal
Hit by 93% tax, Napa wine falls victim to trade war in China
Canaccords Canadian ESG picks range from oil sands to mining
Halliburton cuts 8% of North American jobs in fracking slowdown
AltaGas selling U.S. power generating assets for $940 million
ECB signals rate cut, QE ahead as global stimulus push picks up
Fed to cut interest rates, stick to balance sheet runoff: Survey
New Turkey central banker pivots with biggest rate cut on record
Saudi princes US$500-billion megacity shows signs of life
ECB signals rate cut, QE ahead as global stimulus push picks up
Canada has a racial bias problem too: Studies
Rosenberg shuts down 80-cent loonie call: Theres no catalyst
A decade of low interest rates is changing everything
U.S. negotiators to head to China Monday for face-to-face talks
UBS CEO warns of dangerous bubbles spurred by central banks
IMF sees a weaker global economy; Canada unchanged
Motor vehicles drive unexpected stumble in wholesale sales
Return to easy money poised to slam bank profits in U.S., Europe
Trumps Fed-pick Judy Shelton says shed favour a half-point rate cut
Huawei rift not part of U.S.-China trade war: U.S. official
Feds Rosengren signals his opposition to an interest-rate cut
Paul Martin calls for very public fight against Trumps world view
Amazon has destroyed U.S. retail industry, Mnuchin says
Facebook tops revenue estimates; FTC opens antitrust probe
PayPal lowers annual sales forecast, citing product delays
Facebook to pay record US$5 billion to settle FTC privacy claims
Upgrade your memory with a surgically implanted chip!
Everything you need to know about cryptocurrencies
Two Uber board members, Huffington and Cohler, to depart
U.S. opens probe of online platforms over competition harm
Richest female venture capitalist backs volleyball media venture
The Uber IPO: Three million drivers, Big Macs and flying taxis
Shopify nips at Amazon with hassle-free shipping for small firms
Dish is said to agree to US$5B deal for wireless assets
Snapchats user growth picks up after Android fix; sales beat
Apple seeks Mac Pro parts tariff exclusion after move to China
Texas Instruments sales outlook defies China-U.S. trade concerns
Calls to break up Big Tech are bluster: Former competition commissioner
Apples heir apparent is much more like Tim Cook than Steve Jobs
Huawei said to reward staff for accelerating revenue despite a U.S. ban
Equifax agrees to pay US$700M to settle U.S. data breach probe
One chipmaker may tell ETF traders everything about earnings
Stock investors go all-in with US$6B bet on S&P 500 ETFs
Larry Berman: S&P 500 at 3,000. A hurdle, ceiling or emotional test?
Cannabis ETFs face a day of reckoning that even 30% gains cant avert
Zombie ETFs liquidated at record pace as fee war starts to sting
Bitcoins wild June is a slam dunk against crypto ETF approval: Money manager
Cannabis treatments are finding a home in the MMA fighting ring
BlackRock ETF breaks into stuffy credit trading market
ETF report: Video gaming ETF launches on the TSX
Backlash from ETF traders grows over push for bond reporting lag
Cage-fighter sponsored by pot ETF issuer in rare marketing move
Goldman steers stock pickers toward ETFs as liquidity evaporates
Personal Investor: ETFs that can last a lifetime
Beaten-down chip ETF crushed by heavy focus on Huawei suppliers
Horizons unveils higher-risk leveraged, inverse cannabis ETFs
Warren Buffett lunch mystery deepens as his date apologizes to society
Transat co-founder could make more than $17 million from sale to Air Canada
The Canadian Press appoints veteran Andrea Baillie as editor-in-chief
Sprott CEO on gold: No one wants to own fire insurance, but the fires coming
A sad day for Bruce: Linton finds his zen after Canopy dismissal
Hogg, Mastercard CEO who introduced the Gold Card, dies at 91
Canadas top firms show disappointing data gap on gender, minorities
BMW names production chief Oliver Zipse as new CEO
Ex-CannTrust president fears for firms future amid regulatory probe
Seeds to startups: How summer tree planting helped Bruce Croxon blaze a trail in tech
Cannabis CEOs are white men, just like in the rest of the corporate world
CannTrust CEO breaks silence on Instagram amid regulatory probe
Feds should assess housing broadly, revisit mortgage rules: ATB CEO
Search on for prominent Quebec businessman, son after helicopter goes missing
OpenText observes moment of silence for competitor Red Hat after IBM deal
Ontario Teachers moving slowly on cannabis investments: CEO Mock
Ontario Teachers names Jo Taylor to succeed retiring CEO Ron Mock
Martello is more than just a T-shirt Bruce Linton wore: CEO
Porter is not for sale despite recent wave of airline consolidation: Deluce
Unilevers former chief moves on with plan to fix the world
The information you requested is not available at this time, please check back again soon.
Chinas First AI Fund Learned From the Countrys Best Traders
BC-Chinas-First-AI-Fund-Learned-From-the-Countrys-Best-Traders , Bloomberg News
(Bloomberg) — Chinas investors will soon be able to pick machines over humans when trying to profit in the worlds wildest major stock market.
Zheshang Fund Management Co., which manages $6.5 billion, plans to use about 300 investment models to analyze more than 3,000 Chinese stocks for what it says is the nations first artificial intelligence-based fund run purely on recommendations from its machines.
The robots initially learned from the nations best fund managers and analysts, and after about a year in training are ready to take them on when the fund opens to retail investors next month, according to Zha Xiaolei, head of Zheshangs four-person AI investment team.
While a growing number of hedge funds globally including Bridgewater Associates and Man Group Plc have developed AI and machine learning strategies to gain an edge, the results so far have been mixed. Funds that incorporate AI into their decisions have lagged a broader hedge fund index since 2018, according to Eurekahedge. Making headway in a market famous for its unpredictable price swings, where mom-and-pop investors drive 80% of trades, wont be easy.
Globally AI strategy is at a very early stage, even though it may gain traction in the long run, said Liu Shichen, a Shanghai-based analyst at Z-Ben Advisors, an asset-management research firm. Explaining and selling the concept of an AI fund to a retail audience in China may be a tough task, he said.
To build a model that can adapt to China, Zheshangs machines first analyzed the strategies of more than 80 of the nations best-performing fund managers, drawing from public disclosures of their holdings. They were also fed stock recommendations from 500 star analysts and industry experts, and investment ideas from 200 chat groups.
Zha said they took volatility into account from the beginning by targeting Sharpe Ratio, a measure of risk-adjusted performance, as the key indicator for the robots. Diversifying the portfolio also helps contain the volatility, he said.
The machines now analyze 3,000 different data feeds to generate trading signals, and consistent underperformers are eliminated.
Every robot was assigned one specific goal and they need to reach perfection in doing it, said Zha.
The fund returned 26.4% between Sept. 28 and June 28, according to Zha, a period during which Chinese stocks swung from a bear market into a bull run. The benchmark CSI 300 Index added about 12%.
Zha, the only member in the AI fund team with a finance background, also manages Zheshangs big-data fund, which outperformed 94% of peers with a 22% return in the past year. Xiang Wei, the co-manager of the AI fund, has a doctorate in computer science and previously oversaw development of the personalized search engine at Baidu Inc.
In a big-data fund, managers analyze massive volumes of data to make investment decisions, while with machine learning — a subset of AI — computers improve their ability to independently find trading signals as they crunch more data over time.
The biggest challenge, Zha said, is that his machines havent had sufficient time to learn. The paucity of data on new companies and some industries in China can hinder performance, he said.
Eurekahedge doesnt track any AI hedge funds based out of mainland China, said Mohammad Hassan, its Singapore-based head analyst for hedge fund research and indexation.
AI funds shouldnt be a harder sell to retail investors, Hassan said. Clients will eventually be drawn to performance and other factors such as fund governance, he said. The AI hedge fund space is still in its nascent stages, but the shift towards more technology-, machine-intensive strategies is here to stay.
To contact Bloomberg News staff for this story: Jun Luo in Shanghai at ;Amy Li in Shanghai at
To contact the editors responsible for this story: Sam Mamudi at , Candice Zachariahs
Facebook: From move fast to move fast and check with the FTC?
Facebook beats Q2 estimates amid antitrust probe
Croxon: Tech giants foster competition within the startup space