What Is Overfitting? Why Can More Fine-Tuned Parameters Make a Strategy More Fragile?
In cryptocurrency trading, some strategies show increasingly high historical returns and increasingly attractive backtest curves after repeated parameter adjustments. However, once they enter the real market, their performance may deteriorate rapidly. A common reason behind this is overfitting.
First, what is overfitting?
Overfitting occurs when a strategy adapts too closely to specific fluctuations and coincidental patterns in historical data, causing it to perform well in the past but lack the ability to ad

智赢舵手 2 hours ago

$CLANKER That rejection at $27 was no joke—the bears are taking action. Everyone, we saw CLANKER briefly surge toward $27, but after a sharp drop, look where it is now: down to around $17.15. Market momentum has shifted. Buyers are struggling to reclaim lost ground, and I’m watching for the next short opportunity. Short plan: - Entry: $17.30–$17.80 on resistance - First target: $16.50 - Second target: $15.50 - Third target: $14.50 - Stop-loss: $18.50 If sellers hold this range, the price could drop again. Everyone, don’t get emotionally attached to any coin. Trade the chart! Wait for confirma

CLANKER-1.33%

LiuBang an hour ago

What Is a False Breakout? How Can You Distinguish a Brief Price Break from a Breakout That May Lead to a New Trend?
In crypto trading, many people rush to buy when the price breaks through a key resistance level, and rush to short when it falls below support. But sometimes the price only briefly moves beyond a key level before quickly returning to its original range. This phenomenon is called a false breakout and is one of the risks traders can easily overlook.
First, what is a false breakout?
A false breakout occurs when the price briefly breaks through a support or resistance level but fails

GateUser-007f3e18 an hour ago

Taking a position in TRADOOR
Its market cap is $8 million, and $2 million was withdrawn today
That’s 25% of the total circulating supply
How much lower can it go?
And most importantly, this token has no minting function, so there’s no fear of it being dumped

TRADOOR-1.11%

Novanoodle 19 minutes ago

Timeline cleanse.
You’re welcome.

patch an hour ago

#EIGEN
Current outlook.
Friends, on $EIGEN 30 October it dipped to its main support at 0.1592 and bounced from there, holding in the 0.18–0.19 range. The June low at 0.1523 and August low at 0.1637 were also in the same area; after both, the price first reached 0.2097, then 0.2858.
It is currently trading around 0.187. The first test above is 0.2097, the level tested most often since May. Just above it is the 20-day average at 0.202 and the 0.2155–0.2175 zone where the 50-, 100-day averages converge. Once this zone is cleared with a daily close, the levels I marked on the chart—0.2288, 0.243,

EIGEN-0.85%

BlockchainMarketResearch 2 hours ago

A Japanese person is running 10 accounts simultaneously with Claude Code and earning over 500,000 yen a month through AI affiliate marketing, roughly 25k yuan.
Their approach is actually not complicated at all. Wherever there’s an AI trend, they create content around it. Industry leaders, popular models, and newly launched products are all sources of traffic. They continuously post related content across multiple accounts to attract users, then direct them to affiliate links for the products to earn commissions.
Personal homepage:
The key to this approach has never been some complicated AI pro

LiuBang an hour ago

What are support and resistance levels? Why do these price zones influence traders’ decisions, yet remain far from absolutely reliable boundaries?
In cryptocurrency trading, prices often repeatedly rebound or pull back in certain zones. Traders usually call these zones support and resistance levels. They can help analyze market structure, but they do not guarantee that prices will rebound or reverse.
First, what are support and resistance levels?
A support level is a zone where buying pressure may increase and a price decline may temporarily slow; a resistance level is a zone where selling pre

CryptoMishu2 hours ago

The 2026 League of Legends Worlds is here. Predict and share 150,000 USDT. https://www.gate.com/competition/LOL-2026?ref_type=165&ch=9280&ref=VLARBF1YAG

Huoshan 19 minutes ago

Damn!
What is this? This thing is terrifying!

GateLive2 hours ago

📣 How can you quickly plan a livestream people want to watch and chat in?
🔹 Find a question worth tuning in for. Pick a question your audience cares about from the day’s headlines. Share your take and explain what backs it up.
🔹 Write a specific title and use a recognizable cover. Try “Earnings beat expectations. So why did the stock drop?” Use your cover to make your personal brand easy to recognize.
🔹 Start the conversation before you go live. Schedule your stream in advance, share what you’ll cover on Gate Square and in your community chats, and invite questions. Add the ones your fans

Four_iv40 minutes ago

$NEAR bears are guarding this trendline like it's their family inheritance
Every attempt gets rejected from here
Let's see how long they can keep doing this before the chart starts acting differently
Still i am expecting one pullback then a big rally
Maybe a megaaltszn who knows?

NEAR+1.17%

CryptoSuperMessiah 22 minutes ago

$Sony Group on Thursday reported a 45% rise in second-quarter operating profit, beating market estimates, due to stronger performance at its games and movies units.
Profit was 622.3 billion yen ($3.95 billion), above an average estimate of 505 billion yen from 12 analysts polled by LSEG.
Reuters.

Sony Group+6.91%

GodfatherOnK an hour ago

After a high-volume daily candle like this, there’s a good chance of a sustained rally. Don’t short against the trend right now—the risk/reward just isn’t attractive. Price is currently hovering near the neckline, and we should see a pullback on lower time frames to the 79000–80000 range. This is probably the last chance to get in. $BTC

BTC-0.67%

cryptomafiagirl 3 hours ago

[NEW STREAMER]market update

LIVE1,865

InfiniteGame 2 hours ago

A-shares have stabilized and are now moving in the right direction. In this phase, try to avoid buying and selling back and forth or trading too frequently. If you pick the main theme, you can make a bit more; if not, you can still make a bit less. But if a position breaks down, you should still sell. My holdings are unchanged.
The midterm elections are not completely over yet, but the results are largely in. The Democrats will control Congress, which will act as a check on Trump’s policies going forward. U.S. stocks performed well last night. Previously popular stocks related to data center c

NVDA-3.03%

MRVL-6.98%

MSFT+6.76%

BTC-0.67%

CryptoMishu2 hours ago

WCTC S9 Gate Square Carnival: Team Up, Share & Win a Share of 50,000 USDT + GT https://www.gate.com/campaigns/6559?ref=VLARBF1YAG&ref_type=132

GT-2.41%

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